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: "Let's face it, Canadian and …" 11 comments
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked …
It's quite understandable when it seems overnight Canada is invaded by Indians from India! What happened? Did the Canadian borders opened wide for the Indians to march in, or were the immigration staff permanently zonked on marijuana and didn't notice or just couldn't be bothered with stopping them over the last 3 to 4 years? Maybe. But really, the problem was definitely created by that despicable moron Trudeau( who even Trump could say to him in his face when he knelt and begged Trump not to hurt Canada with his tariffs, Trump just say ok if you agree to let Canada be the US's 51 st state!). He must have suffered from a terrible serious attack on his mental faculty and zonked on chanting Hari Krishna simply allowing his goons in charge of immigration to approve to let in that tidal wave of Indians especially in the last 4 years! What to do now? While we hate Trump for what he's doing to Canada on tariffs, Carney should give good thoughts to adopt actions like Trump's ICE GOONS to deport those who entered Canada illegally, and stop extension of visas to the zillions admitted on temporary work visas, and the tens of thousands of students who registered as "student" on student visas in private unregistered/approved institutes in name, but are actually working in various jobs illegally e.g. construction, etc.
Identity Attack0.46028158
Insult0.5739874
Profanity0.26802593
Threat0.01698343
Severe Toxicity0.02420936
Moderate 0.54823303 Constructive 0.584 Insult Unverified_Claim
Aug 27, 2025 1 likes Why Canadians Are Turning Against …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian …
Most of this issue is caused by north Indians who find it hard to assimilate especially the Sikhs. And the issue was caused by the canadian government who prioritized quantity over quality. As an indian immigrant there are times I feel disgusted by their behavior. Due to this behavior the nicer Indians who hold up canadian values are getting the same discrimination. Me myself is a catholic indian who had to leave the country because of the religious bullshit caused by north Indians. We were not even allowed to have a peaceful Christmas in India. As I moved to Canada I faced more racism from north Indians as I eat beef and pork and dont speak hindi. It breaks my heart everytime when I get discriminated from people thinking that i am a punjabi. I just want to live a normal life and follow my faith. Its sad that they dont let us live peacefully in india and in Canada.
Identity Attack0.49032792
Insult0.46625584
Profanity0.42990944
Threat0.013217449
Severe Toxicity0.028730227
Moderate 0.47886392 Constructive 0.696 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there …
Immigration from a person not even born here like just shows how far canada has fallen now we cant even put a Canadian in charge, no lets put a immigrant in charge who in there right mind does that liberals are all losers.and what india is at war with who ,makes no sense persecution because they beoke the law in there country and dont want to face charges over there they come here and cry and suck there thumb hoping that they can stay ,time to deport them all and send the Immigration dummy with them.
Identity Attack0.4139151
Insult0.5130944
Profanity0.22663295
Threat0.056240413
Severe Toxicity0.02406851
Moderate 0.47622904 Low Con 0.241 Insult Identity_Assertion
Feb 27, 2026 1 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due …
Throw these frauds out of the country, stop letting international students work, shut down fake truck permit schools. The citizens and low-income households can't find work here, and the Canadian-Indians are facing insane discrimination due to the many bad apples and terrible government immigration/student policies.
Identity Attack0.29798782
Insult0.33998606
Profanity0.034397304
Threat0.027343199
Severe Toxicity0.0119018555
Moderate 0.3625127 Moderate Con 0.479
Sep 29, 2025 IRCC Names India in Study …
Yea, but the immigrant ( all races) kids get far better grades in school, and that generation pays 30% tax every year of their 100k salary... They're the ones that gonna take this country into …
Yea, but the immigrant ( all races) kids get far better grades in school, and that generation pays 30% tax every year of their 100k salary... They're the ones that gonna take this country into next century of technologically advanced world. Issue with economy starts with the family. If you have single parent family and social issues.. kids aren't gonna make it in this highly competitive world. Please go to Google, facebook, Microsoft. .. you'll see immigrants left right and centre. Lets face the facts, immigrant mentality is what builds a proper county. First generation immigrants are lost and weird and seems odd, second generation is the cream of the crop . Third slows down then 4th is basically are the ones complaining about the first generation. Solution is to use these people and figure out how they will help this county in the next 30 years, not tomorrow. Look at how Irish, Ukrainian, Chinese, Italian etc.. came as first gen immigrants (to this native land). Cold.. lost.. try to use their wits to survive in a colonial economy. That second generation built what we have now. Immigration is a god damn economical strategy man... Issue with homelessness, has nothing to do with immigration. Homelessness is related to addiction and mental health. Most immigrants don't suffer from homelessness because they have relatives that look after each other. 3rd generation+ Canadians (all races) lack that.. if you're 18 you are own your own, thats where that issue is with homelessness.
Identity Attack0.11860296
Insult0.047935467
Profanity0.018597418
Threat0.007870848
Severe Toxicity0.0041007996
Low Tox 0.15932569 Constructive 0.681
Mar 16, 2019 How much do refugees and …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent …
One thing to highlight with not seeing any homeless Indians in that first seen is not that Indians are causing others to be homeless - rather, they are willing to help family out to prevent homelessness! When we first came here (20+ years ago from Ethiopia), we couldn’t find work and faced homelessness. Our extended family came thru and let the 4 of us stay in a small 1 bedroom in the basement until we could get on our feet. By having a room to be safe in, we avoided a lot of the consequences of homelessness that would have made getting back on our feet exponentially difficult. What I have found shocking now to see as a Canadian of 20+ years is my non-immigrant Canadian friends who will watch quietly as their family members fall under the poverty line and towards homelessness, avoiding inviting them in to not “disrupt their peace” at home. I’ve had random family of friends stay with me in hard times to avoid them being on the street while my generally kind friends (at least to others!) did not take them in. This individualistic mindset of the West really means if you have a low point in life, you will plummet to rock bottom…. Ofc homelessness and poverty is multifaceted but a more collective approach to community would also reduce the burden!
Identity Attack0.17614605
Insult0.060927123
Profanity0.021466793
Threat0.008414571
Severe Toxicity0.004787445
Low Tox 0.1587729 Constructive 0.879
Oct 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that …
Im a Canadian and honestly I've NEVER had a problem finding a job, I don't even have my highschool... I think it has to do with *which* jobs they are applying for. I get that theres an "immigration" problem, the refusal to adapt and assimilate feels like a slap in the face especially when the same few will talk I'll of the same system they benefit from. HOWEVER I don't think it's good to lump all of these problems together and dump collective blame on immigrants. For 1, all this immigration and policies have happened under a liberal government and y'all voted then in, AGAIN. - clearly you're not THAT desperate for change. 2nd. Are the ones saying they can't find work willing to work in trades? General laborers making $25-$30+++ No experience required. Tradespeople are glad to teach people willing to work hard and learn.. What about warehouse work? Apply to your 5 closest warehouses, I guarantee youll get in 1.. ALSO the government IS willing to help Canadians get little certifications like forklift, smartserve, CPR.. Career colleges can help with training (e.g - computer) as well as soft skills. So yeah, I wonder if it's people being just as picky as they were when Canada wasn't in the economical shitter it is in rn? Maybe Im far luckier or fortunate than most? Maybe expectations are too high? Maybe some stubbornly refuse assistance they are entitled to? Im not sure, but I do sympathize/empathize with you guys, I hope you all can "get through". I pray we can find solutions to this insane cost of living / broken housing market / price gouging / tiny group of business owners having a complete market control and a monopoly on everything thing we need to survive - without competition, limitations or government regulation🫩. Stay strong Canada! 💙Don't let the hate consume you!❤️ 🇨🇦We will overcome🇨🇦
Identity Attack0.09410924
Insult0.04383647
Profanity0.04867618
Threat0.009799767
Severe Toxicity0.004501343
Low Tox 0.11429678 Constructive 0.869 Personal_Narrative
Sep 10, 2025 1 likes 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 face it, there's no such as being Canadian. To be Canadian is to leave in Canada. In 100 Years from now, Canada will likely either not exist or have an completely different name.
Let's face it, there's no such as being Canadian. To be Canadian is to leave in Canada. In 100 Years from now, Canada will likely either not exist or have an completely different name.
Identity Attack0.060220852
Insult0.020837102
Profanity0.011543535
Threat0.00789674
Severe Toxicity0.0022411346
Low Tox 0.08795626 Low Con 0.243
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
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 …
It's not as if Canadians want to stay here. Let's face it they have a much better life in Canada than we have here.
It's not as if Canadians want to stay here. Let's face it they have a much better life in Canada than we have here.
Identity Attack0.005043344
Insult0.00078410463
Profanity0.000042176325
Threat0.00013561451
Severe Toxicity0.000003501696
Low Tox 0.0052850503 Comparative_Framing
Dec 9, 2025

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.