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: "Go back to punjab" 15 comments
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
“I’d rather go back” “punjab is better” so fucking leave then. I’d like my cheese to not be 10$ a fucking block for the COMPLIMENTS brand
Identity Attack0.16993292
Insult0.47273466
Profanity0.84995824
Threat0.016638106
Severe Toxicity0.35368225
Toxic 0.85333383 Moderate Con 0.362 Economic_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
2:25 Then go back to fucking Punjab
2:25 Then go back to fucking Punjab
Identity Attack0.5516043
Insult0.61794597
Profanity0.776286
Threat0.34552678
Severe Toxicity0.61260825
Toxic 0.8364697 Low Con 0.193 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who …
It’s cause Bramptons imported half of Punjab. The government is stupid for allowing it they’re exploiting Canada with immigration scams and other BS. That and they bring there religious problems over here. These idiots who want Khalistan should go back and fight for it there.
Identity Attack0.40255263
Insult0.7657292
Profanity0.38343847
Threat0.017156094
Severe Toxicity0.05473421
Toxic 0.7510937 Moderate Con 0.387 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT …
IF SO MANY THINGS ARE HAPPENING IN PUNJAB THEN WHY DONT YOU GO BACK AND FIX THERE INSTEAD OF DEMANDING A NATION?? EVERY STATE HAS A SELECTED RULING PARTY AND THESE DUMBASS PEOPLE SELCTED THEIT OWN CORRUPTED MLA'S PEOPLE AND CORRUPTED RULING PARTY. THESE FKRS GET FUNDING FROM TERRORISTS ORGANIZATIONS EVEN FROM PAKISTAN. THEY HAVE A LONG HISTORY FROM PAKIS WHERE THEIR LEADERS AND GURUS AND THEIR SONS GOT KILLED BECAUSE OF MUSLIM RULERS BUT THEY NEW GEN CHOSE TO SHAKE HANDS WITH PAKIS.. THIS YEAR PM CARNEY IS GOING TO DEAL WITH MODI AND ALL THIS REFERENDUM BULLSHIT YOU SEE .. YOU WONT SEE THAT ANYMORE..
Identity Attack0.5135796
Insult0.57566804
Profanity0.46460027
Threat0.43656045
Severe Toxicity0.45510182
Moderate 0.584095 Low Con 0.256 Identity Attack Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people …
Exactly they come here they pull the scoop card some are cool but others are ignorant they want to turn Canada into ther country you want to live here act like you do these people work in every fast food joint ther is cause the owners can pay them minimum wage and they don’t cry about it most don’t act like ther in Canada they should adapt our culture not Thers dress like us young people have no we’re to find a job I see cars with punjab on them all over the place how about a Canada flag and some of our clothes I have my room me and my dog I can’t afford to live and cpp cuts me I’m in the lowest bracket ther is so this month I might be homeless they come here get everything I’m 67and I don’t have a pot to piss in o have medical problems and shouldn’t work but I’ve thought of going back to work the cost of living they take m PPP net from me cause they don’t care about us old people I need 7 cases of insure ninth cause I’ve lost to much Weight and now they want a hundred dollar bill for my drug plan a deductable I don’t get it also I’ll be homeless in sept 16 living in a room I won’t be able to find a room I m not a punjab put a Canadian flag on no car not punjab they come here to go to scool work 2 or 3 jobs to bring the rest of ther people here it’s a fact if you want to live here dress and t talk like us why did u leave if you want that culture leave it were you came from exactly leave it at the door
Identity Attack0.2308735
Insult0.4378843
Profanity0.07676199
Threat0.008789998
Severe Toxicity0.013607788
Moderate 0.3972142 Constructive 0.612 Personal_Narrative
Aug 25, 2025 Why Canadians Are Turning Against …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. …
All these comments are correct. We are all sick and bloody tired of what is going on in once a beautiful country here in cal Gary Alberta Canada, especially the Northeast quadrant of the city. It is nothing but people from India. They're Punjab, people from Nigeria, Africa, and the Philippines, and in my experience. I am a blind, white single woman who owns my condo and a perfect parking spot for 8 years. I have bean horrifically harassed, buy these people. Because I would not bow down to their demands to give them my parking stall. They used the Calgary city police as weapons against me. Calling them and telling them I am a child molester, because I was Videoing in public videoing, taking evidence Of what is going on around here? Witches, my constitutional right? They called the cops telling them, I am a racist, a drug dealer, and a killer. They almost we're successful in having my nephew arrested telling the police that he hit their little cockroaches. With his car, the black cop that I invited into my home stupidly. Was Very hot and waning arrest both of us, but there was no damage on the car. No damage on their little cockroaches, no charges, but the black cop 2 hours later cold because he wanted my nephew's license plate number. He was probably trying to catch him driving dirty, but never called back. So he didn't find anything. These people have threatened to shoot me. They have threatened big consequences. They have threatened to slap the f out of me. They have threatened to pop the pimples out of my eyes. And when they found out that I was blind, that's when they ramped up the harassment, the cops did nothing about the threats towards me when they told the cops that we I threatened to kill them. They are the ones that threaten to chop my nephew and his dog up. The cops never did anything about their threats. They told me to stay in my unit for safety or move for my safety. The condo corporation refuses to do anything as well. So if anyone nose a good civil rights lawyer, please reply to me. Because I fear for my life, this is no joke and because I have to move. I will have a good case to sue the condo corporation as I feel unsafe. These people from these countries do not like people. With disabilities, they believe that we are a curse and that we are a waste of society.
Identity Attack0.3780483
Insult0.32682732
Profanity0.14402086
Threat0.02250864
Severe Toxicity0.019998873
Moderate 0.36095104 Constructive 0.759 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. …
As a Sikh, born and raised in the US, this is an opinion I've had since this KHALISTAN stuff began. We go to Canada if we miss India, because it's basically become MINI PUNJAB LOL. Another note. The Khalistan topic is all nonsense. I don't know why SO MANY CANADIAN BORN and AMERICAN BORN SIKHS support or push for this. IF YOU PLAN TO MOVE BACK TO KHALISTAN, for sure support it. Don't push an issue you would not commit to. Plus, no foreign born would comfortably move to KHALISTAN, if it existed, due to the lack of opportunities. My parents left India for the lack of opportunities (legally). They knew Punjab has no future, since the Indian nation shrunk it's state borders, and we become a LAND LOCKED state. If this LAND LOCKED COUNTRY were to be established, everything would be ridiculously expensive, and Khalistan would be lucky to become as "successful" as EXPENSIVE Switzerland. It's illogical to support Khalistan on an economic standpoint.
Identity Attack0.2823795
Insult0.24903896
Profanity0.08807703
Threat0.013269233
Severe Toxicity0.017933069
Moderate 0.3127066 Constructive 0.763 Personal_Narrative
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised …
To Canadian people, the community that most interested in coming to Canada is Punjabi Sikh, why?-> ISI of Pakistan with CIA radicalized most of them back in 1970 against GOI. They rebels( khalistani ) disguised themselves as Holy warriors ironically their actions were against Sikh Principles. Long story short Indian Republic went to war with them, smashed their butts . Most of them started taking refuge in UK and Canada. Your Govt tried to fish in troubled waters in India. Back to present, these guys got rich due to better job opportunities. This attracted their relatives to shift as well. This started to take a form of movement in Punjab, India to go settle in Canada. Canadian govt supported this, I don't why they wanted that. Now these guys rally your streets, don't obey rules. Guess what, Canadian Govt is protecting them from Indian Govt. Destroying relationship with Indian Govt just for them.
Identity Attack0.26325142
Insult0.24903896
Profanity0.22612886
Threat0.051067904
Severe Toxicity0.017610285
Moderate 0.31132057 Constructive 0.645 Unverified_Claim
Sep 28, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as …
I am an indian, genuinely speaking, when I came here back in 2023, I didn’t know there are so many people from one of the indian state called punjab. They have ruined this place as well as image of all Indians. Also, If you want khalistan, why they are not protesting in where their land belongs(so called), why in Canada or Usa? There are 70% of the people are living in canada is punjabi. They have ruined the image of our whole country. We are peace loving people and follow rules but just because of these people, we fell into the same group. Fun fact: why brampton and surrey have bad reputation and increased crime rates because punjabi people live there. Thats heart wrenching. The other aspect is the Canadian government doing nothing to curb thia types of people instead of that these people do crime, get arrested, claim asylum, get free food for 1 year and become the resident of the Canada. I am really frustated and both the goverment and these khalistan entity. Go to hell man.
Identity Attack0.36702603
Insult0.20668297
Profanity0.07870171
Threat0.018364733
Severe Toxicity0.017158391
Moderate 0.3057765 Constructive 0.635 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to …
"Thank God we're being invaded by Punjabis because it could be so much worse" Such a Canadian reaction. I work with a ton of Sikhs, most of them are decent, and they're smart enough to know they don't want to be here, most of them want to go back to Punjab but our government gives them so much opportunity to exploit Canada that they can't resist it.
Identity Attack0.30103904
Insult0.082866095
Profanity0.021945024
Threat0.012026439
Severe Toxicity0.008277893
Low Tox 0.2553839 Constructive 0.625 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's …
When are you people are going to wake up and see the reality , this is staged by your own government to destroy your way of life it's dictated by Davos this is why it's just NATO countries affected , I don't want this country to turn to Punjab or any country that have no rule of laws , why do you think when criminals get arrested they walk out the back door , do you people ever think ?????? I guess not , this goes for housing education healthcare and cost of living
Identity Attack0.068465814
Insult0.12883772
Profanity0.030389199
Threat0.01698343
Severe Toxicity0.008087158
Low Tox 0.2540519 Moderate Con 0.423 Unverified_Claim
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Go back to punjab
Go back to punjab
Identity Attack0.1769227
Insult0.24287975
Profanity0.09195647
Threat0.029933142
Severe Toxicity0.018449519
Low Tox 0.23667802 Low Con 0.21 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in …
I am sure all the Punjabis that you have spoken to have a Bachelors degree at least.I am not from Punjab, but i was fascinated to see Punjab, you should go to Chandigarh.The people in Punjab want their children to study abroad so that they dont get into drugs and all.Also, it is just a showoff thing to show pictures of pre owned dodge challenger and mustangs to their friends and family back home.
Identity Attack0.10221587
Insult0.06372428
Profanity0.029460056
Threat0.009359611
Severe Toxicity0.0048065186
Low Tox 0.15269235 Constructive 0.694 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
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 …

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.