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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 #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "I really like what this …" 132 comments · Page 5 of 6
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the …
Big business lobbying got us here, the liberals don't ever really put out a policy statement like other parties do. They really don't stand for anything. That has always been the problem, they are the "whats trending now" party. No clear core values, campaign on one thing, do another, that is why they are untrustworthy .
Identity Attack0.017063495
Insult0.06739554
Profanity0.013712646
Threat0.0064532873
Severe Toxicity0.0016403198
Low Tox 0.1140901 Moderate Con 0.404
Jun 19, 2025 1 likes How Canada broke its immigration …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond …
My girlfriend lives in Brampton, it’s a really nice city and I’ve always felt welcome there as a white guy dating a Punjabi woman. Theres a lot of cities like this surrounding the GTA, Richmond Hill with Iranians, Markham with Chinese, Etobicoke with Ukrainians. Brampton has Punjabis. Brampton is probably the most successful out of all of them, prosperous, growing rapidly and it has a low crime rate.
Identity Attack0.10293542
Insult0.023608726
Profanity0.029186781
Threat0.008815889
Severe Toxicity0.0039100647
Low Tox 0.11150667 Constructive 0.744 Personal_Narrative
Oct 26, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Toronto born and raised, it's really bad.. like REALLY bad.. words can do it justice. I'm looking to move out of the country soon because of this. And everywhere they go the quality drops instantly. …
Toronto born and raised, it's really bad.. like REALLY bad.. words can do it justice. I'm looking to move out of the country soon because of this. And everywhere they go the quality drops instantly. Like work standards drop to zero, wages drop, standards for getting certified in any field drop, dollar value drops...
Identity Attack0.027815815
Insult0.04207976
Profanity0.015386449
Threat0.0070034824
Severe Toxicity0.002822876
Low Tox 0.11109332 Constructive 0.64 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
isn't it wonderful when you can't afford a car and the government doesn't put enough public transit on the road so everyone is crammed on the bus like sardines so pickpockets can get right next …
isn't it wonderful when you can't afford a car and the government doesn't put enough public transit on the road so everyone is crammed on the bus like sardines so pickpockets can get right next to you to steal from you and no way you can get a seat which is really convenient when the bus brakes in an emergency and it's especially convenient when people have health problems standing for long periods of time on top of the time they spend standing at work ... packing people on buses is a human rights violation in some places around the world ... the government in Canada is mostly irresponsible and I'm not getting any happier myself for what the government is doing to everyone
Identity Attack0.0053276913
Insult0.0573046
Profanity0.021808386
Threat0.008738215
Severe Toxicity0.0026130676
Low Tox 0.11057663 Constructive 0.654
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the …
Brampledesh…I knew it! I was there a few years ago and I didn’t see any other race.. I stayed at a friend’s small cottage ground. Which they are or we’re trying to take over the land. It was so bizarre all these new houses and people then a street away a small entrance surrounded by trees and cottages. It’s good old Canadians hanging on to the sliver of their community that’s left. But seriously it was really strange and bizarre like I said. 🇨🇦
Identity Attack0.06795148
Insult0.029714199
Profanity0.013576009
Threat0.013372798
Severe Toxicity0.0037765503
Low Tox 0.10956833 Constructive 0.576
Oct 30, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over …
To be honest the problem with Canada is that they are not having strict immigration checks like the USA which has in turn resulted in non-qualified people coming from India to name sake colleges over there . A lot of people just used to drive trucks or do odd jobs over here in India . I really think Canada's welcoming nature has been misused in the wrong way.
Identity Attack0.07921951
Insult0.033570543
Profanity0.011970525
Threat0.0061296434
Severe Toxicity0.0019550323
Low Tox 0.10870059 Constructive 0.67 Policy_Critique
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some …
It’s a problem here in Canada. They aren’t heading to the USA basically all of them stay cause it’s just easy. Nobody would have a problem if they made an effort to assimilate and some do but the ones who don’t ruin the image for the rest of them. Other obvious problem is we’ve let in too many people in in general like more people have come than living units have been built making many problems just right there and then and it’s not really the people who immigrates fault it’s the government. I know restricting imagination and making the test to get in harder so they actually have to know something about Canadas history and our culture and realistically we need to apply more pressure on the expectation that immigrants eventually assimilate.
Identity Attack0.055673428
Insult0.03588435
Profanity0.020578653
Threat0.0075083673
Severe Toxicity0.0030326843
Low Tox 0.10696511 Constructive 0.619 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be …
I have learned something from watching this video. They seem like like really kind people. Though they are new, they are still learning how to assimilate to our culture, and there's no reason to be predujice against them. It’s the government that’s exploiting them.
Identity Attack0.034300596
Insult0.024897853
Profanity0.032142747
Threat0.010576514
Severe Toxicity0.0028038025
Low Tox 0.10002319 Constructive 0.647 Solidarity
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good …
I don’t really understand why these people are receiving hate if they seem like they help one another and others. Those food banks and kitchens that offer a free meal to anyone is a good thing. I understand that many Canadians want assimilation but you can’t seriously expect people who were raised in another country for decades to automatically become Hockey viewers and poutine fans overnight assimilation takes time. Instead of looking at them with skepticism y’all should talk with one another instead. That old dude towards the end really said it best that we should help one another as humans.
Identity Attack0.028418748
Insult0.03489272
Profanity0.019348921
Threat0.007068211
Severe Toxicity0.0021266937
Low Tox 0.0926474 Constructive 0.8
Oct 4, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in an apartment is just extreme even for student housing. The crime rate dropped off massively we need to be careful about it increasing however more people equals more crime but equal or lower per capita crime rate. Poverty is always going to be poverty. The poverty issue is made worse because chornically unemployed pepole have seen their supports not keep up with inflation to the point its basically impossible to get housing on social safety net payments. This means that unemployed people basically end up homeless now. 7 m² per person for rooms with four or more occupants aged 18 or older. People should not just be packed into buildings that violate legal space and housing standards. The whole community IS government not a religious organization. This really frustrates me because the government should be insuring those standards are met not privatization of humanitarianism. Government should be humanitarian.
Identity Attack0.00984143
Insult0.033901088
Profanity0.021876704
Threat0.007935578
Severe Toxicity0.002336502
Low Tox 0.08716487 Constructive 0.802
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
Is the Patreon really worth it if I only got this video like an hour before
Is the Patreon really worth it if I only got this video like an hour before
Identity Attack0.009545447
Insult0.015720926
Profanity0.03339528
Threat0.015429466
Severe Toxicity0.004081726
Low Tox 0.071337044 Low Con 0.284 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Well its not really India, its more like Punjab!
Well its not really India, its more like Punjab!
Identity Attack0.05089863
Insult0.019870255
Profanity0.026590679
Threat0.007974415
Severe Toxicity0.0032997131
Low Tox 0.067380086 Low Con 0.215
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank …
I'm a proud Canadian Immigrant of Indian origin. I came here to do specialized studies in Game Development. I took my time, and studied 6 years as an international student, paying 3x the tuition, sank $200,000 of hard earned money into the Canadian Education system — Not as a fast track gimmick to immigrate, but so I could achieve my dream as a Game Developer. This money was family income, earned on 1/4th the salary, taking 4x longer to save. I was a great privileged to me. Today 15 years later, no one would ever think I'm from India. I sound Canadian, I behave Canadian, I have Canadian values, and I am Canadian. I came here because I loved Canada. I would watch hours upon hours of indigenous history, and on my Citizenship day, I watched Juno Beach to celebrate. However I must say this... I suffered through s*icidal depression here for 8 years, because I had far less leverage here than in a developing country, and it's really telling what sort of situation we're all in... Rent caps in Canada were removed... The housing market was open to foreign investors / and real estate monopolies with a 20% year-on-year rise... Rents went from 1000$ to 2100$ MINIMUM for a 1 bedroom through Trudeau's term and the govt said "It's not a federal responsibility"... Auto insurance is like 2.5-3.5k a year in Ontario and if you get a dent, you pay a deductable... I was quoted 8500$ for two wisdom teeth surgeries while it costed me 260$ abroad... During Covid - property owners, banks, and grocery stores exploited our misery and made record profits!... The govt stopped filtering through it's immigrants with "interviews", and it's operating like a scam — "Bring all your foreign money, convert it to CAD, and keep our GDP stable.. while we neither have the infrastructure, nor the job market to support these numbers". I think some accountability is due... these issues are "symptoms", not the problem — The problem is our Liberal govt / policies, and our wonderful voting body who voted Liberal term after term after term while complaining. Why does this govt safeguard extremism, foreign politics, foreign separatism? Khalistanis are as much of a threat / nuance to India than it is to Canada, but in Canada they actually have a unrestricted platform. Instead of resenting immigrants, we need to start resenting how mismanaged Canada is by our govt, and hold our voting body accountable. We had a chance to vote differently, but once again a repackaged and rebranded Liberal term. Because my ethnicity is Indian, I've become an object of collective resentment / hatred, and I don't think that's fair.. Please direct it at your vote, and govt level policies. Why should I (and other's like me) be crucified with the sins of other immigrants? It's like hating all your neighbors in a burning building, when the management has been lighting the fire.
Identity Attack0.026810925
Insult0.027218282
Profanity0.022354934
Threat0.0074436385
Severe Toxicity0.0024795532
Low Tox 0.0665887 Constructive 0.817 Personal_Narrative
Aug 28, 2025 Why Canadians Are Turning Against …
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already …
As an Indian I'd say it's cheap to move to another country for economic benefits... it's like extracting wealth from another country and their people. If one really likes some country then they should already have enough money to live and support themselves.
Identity Attack0.04280826
Insult0.019354604
Profanity0.019348921
Threat0.0067963502
Severe Toxicity0.0017166138
Low Tox 0.06025757 Constructive 0.614
Aug 25, 2025 12 likes Why Canadians Are Turning Against …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and Brampton (Indian), Richmond, Burnaby and Markham (Chinese) and Vaughan (Italian). It's really funny cos Canadians that come to Australia like to lecture us on how welcoming and mixed Canada is when Canadian society is far more segregated than ours.
Identity Attack0.04693319
Insult0.019419061
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0015258789
Low Tox 0.057748068 Constructive 0.782
Sep 28, 2025 285 likes Inside Canada's Indian Metropolis (Brampton)
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
4:52 Brutally honest. Regardless of what he is saying (right or wrong), I wish there were more like him. "Tell us how you REALLY feel."
Identity Attack0.004402745
Insult0.018001022
Profanity0.024131214
Threat0.010058682
Severe Toxicity0.002117157
Low Tox 0.05651112 Constructive 0.647 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study …
I am a Korean international student studying in Canada. These types of news makes me really frustrated.. I heard that due to these reasons, immigration officers has been taking very long time to process study visa permits. I 100% agree with immigration officers that they need to carefully review the applications, because I also think things like this shouldn’t happen in any countries. But, I’m getting frustrated because this is delaying innocent international students’ visa process as well. I’ve finished my undergraduate studies and I decided to pursue master’s under a professor i met in my current university. I was very excited to study the field, and i applied for study extension visa months ago, and still haven’t gotten any updates from IRCC. So I couldn’t get enrolled in Fall semester. I’m still waiting, and i really hope that i can continue studying.. luckily my professor understood this situation and he said he can hold a position for me, but i’m still very anxious about all the situation. I hope all people who come to Canada are honest and don’t do illegal things. I really want them to realize that they are affecting students who just want to study. They are taking away the opportunity for others to learn.
Identity Attack0.023595277
Insult0.022512967
Profanity0.016957775
Threat0.0077802283
Severe Toxicity0.001783371
Low Tox 0.055274166 Constructive 0.858 Personal_Narrative
Sep 29, 2025 3 likes IRCC Names India in Study …
It’s literally like 90 percent Punjabi with the rest being gujuratis. It’s not really representative of India.
It’s literally like 90 percent Punjabi with the rest being gujuratis. It’s not really representative of India.
Identity Attack0.042550452
Insult0.016860934
Profanity0.01941724
Threat0.0069516995
Severe Toxicity0.0018119812
Low Tox 0.045131154 Low Con 0.175
Oct 6, 2025 Inside Canada's Indian Metropolis (Brampton)
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent …
found your channel via this video in my suggested while i was working.... really well put together video... i subed and il share. appreciate you making this content... far to few people out there arent awake to what the future is going to be like.
Identity Attack0.010951365
Insult0.013440913
Profanity0.026454043
Threat0.012130005
Severe Toxicity0.0030326843
Low Tox 0.038991302 Constructive 0.662
Sep 10, 2025 5 likes Why Canadians Are Turning Against …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything …
I can tell you one thing, around the 11:00 minute mark I learned these people definitely were not let in to Canada for their singing talent or Music writing skills, it really seems like everything they do, is to teach or make people run away and leave. I don't get it.
Identity Attack0.011617327
Insult0.017012933
Profanity0.011423977
Threat0.0071847234
Severe Toxicity0.0011444092
Low Tox 0.038519915 Moderate Con 0.465 Identity_Assertion
Nov 13, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
Identity Attack0.008028535
Insult0.014314918
Profanity0.020920247
Threat0.009100696
Severe Toxicity0.0021266937
Low Tox 0.036870047 Constructive 0.635 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around …
I love Punjabis. They are the most humble and kind people to be around. Chardi Kala high spirits all around. I feel very good around them and don't feel judged. Being myself feels ok around them. They like to to take care of others. They will commonly ask you if you are OK and need water, food, anything. Langar/ community kichen is inbedded in culture and makes sure everyone eats in the same humble setting. They think communally and make sure to ask all parties how they feel about a particular topic, especially before making a decision. They appreciate when you try to understand them. They love when you speak their language. These people are blessed and I love them. I really hope that people bridge the gap between each other and love thy neighbour. God Bless Chardi Kala rahin.
Identity Attack0.020279141
Insult0.017614283
Profanity0.027547138
Threat0.00933372
Severe Toxicity0.0030708313
Low Tox 0.036870047 Constructive 0.817
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I honestly really like Indian people. Very hardworking
I honestly really like Indian people. Very hardworking
Identity Attack0.023997234
Insult0.011958904
Profanity0.02249157
Threat0.009204263
Severe Toxicity0.00289917
Low Tox 0.034748793 Constructive 0.517 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes Inside Canada's Indian Metropolis (Brampton)

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.