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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: "How does this white man …" 99 comments · Page 4 of 4
It’s all on the white man not wanting to take care of the women and children. This is the outcome of not wanting kids and calling your women gold digger when they ask for support …
It’s all on the white man not wanting to take care of the women and children. This is the outcome of not wanting kids and calling your women gold digger when they ask for support for their children. Look at these men, hate them or not. They are family members and looking after their families.
Identity Attack0.38238457
Insult0.16795322
Profanity0.075468846
Threat0.009955117
Severe Toxicity0.013155893
Moderate 0.3389984 Moderate Con 0.398
Oct 24, 2025 Inside Canada's Indian Metropolis (Brampton)
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Bike guy is spitting facts lol. Thats a brave white man to say all that. Guy has nothing to lose lol.
Identity Attack0.36598656
Insult0.19734058
Profanity0.10240069
Threat0.012233571
Severe Toxicity0.014188796
Moderate 0.3389984 Moderate Con 0.385 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english …
Noticing this pattern too often now Indians will say their country is best. Proceed to move to usa uk etc Will say they have best culture Proceed to wear American western European clothing enjoy english and Christmas but frown upon their own culture customs as outdated Will claim they have the best people on the world. But still kiss the boots of a white man and frown upon their own brown little jeets Will say they have best this thya But depend on foreign tech forieng brands forieng accent etc.
Identity Attack0.3817989
Insult0.23237456
Profanity0.18663849
Threat0.049774777
Severe Toxicity0.023076924
Moderate 0.32182294 Moderate Con 0.335
Jan 27, 2026 Inside Canada's Indian Invasion...
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
My man here says lets ask some native Canadians then goes to ask some white people... 👍🏾
Identity Attack0.38185352
Insult0.076185785
Profanity0.030639706
Threat0.009359611
Severe Toxicity0.009918213
Moderate 0.3140926 Moderate Con 0.317 Identity_Assertion
Feb 4, 2026 2 likes Inside Canada's Indian Invasion...
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running …
a few years back Brampton had a mayoral election and one of the people running was this guy John Sprovieri and he received and email complaining that a white man should not even be running because white people no longer have any business planning Bramptons future. He replied saying that people of all backgrounds want to come because of what white people built" he was sanctioned by the government for that comment and he was touted as a racist from then on. No comment was made about the indian woman who said white people shouldn't be allowed in the government in a Canadian city anymore. Last time I was in Brampton I was told to go back to my own country because I asked a group of indians who were playing indian music from concert volume speakers in a residential area at 1 am to turn it off. I don't think you captured a small fraction of how bad it is in Brampton.
Identity Attack0.3758158
Insult0.16853803
Profanity0.058445938
Threat0.013165667
Severe Toxicity0.0104522705
Moderate 0.3057765 Constructive 0.707 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Your know the white man is not native to the American continent right ?
Your know the white man is not native to the American continent right ?
Identity Attack0.36702603
Insult0.076502606
Profanity0.050930742
Threat0.008556974
Severe Toxicity0.010223389
Moderate 0.30136615 Low Con 0.23 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Man, there are some gorgeous Indian chicks out there. Regarding the Doug Ford portion of the video, the guy who broke into an apartment in Lindsay was white.
Identity Attack0.33675182
Insult0.07016616
Profanity0.08064143
Threat0.018019408
Severe Toxicity0.011444092
Low Tox 0.2854903 Constructive 0.573 Meta_Commentary
Aug 31, 2025 1 likes Why Canadians Are Turning Against …
White man who doesn’t have a job who depends on government (welfare ) talking about ppl intelligence ? I’m confused lol
White man who doesn’t have a job who depends on government (welfare ) talking about ppl intelligence ? I’m confused lol
Identity Attack0.2846865
Insult0.08212569
Profanity0.048175167
Threat0.007029374
Severe Toxicity0.0075149536
Low Tox 0.28425202 Low Con 0.3 Humor_Satire
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
കുടിയേറ്റക്കാരിൽ സാമ്പത്തികമായി മെച്ചപെട്ട സാഹചര്യമുള്ളതും asset കൾ സ്വന്തമാക്കാൻ ശേഷിയുള്ളവരിൽ മുന്നിൽ നിൽക്കുന്നതും ഇന്ത്യൻസാണ്. അതിന്റെയൊക്കെ Itching ഉണ്ട് സായിപ്പിന്. Invasion ചെയ്ത രാജ്യങ്ങളുടെ ചോര കുടിച്ച് കൊഴുത്ത European Vampires. Bloody White man suprimecy 🤣🤣🤣
കുടിയേറ്റക്കാരിൽ സാമ്പത്തികമായി മെച്ചപെട്ട സാഹചര്യമുള്ളതും asset കൾ സ്വന്തമാക്കാൻ ശേഷിയുള്ളവരിൽ മുന്നിൽ നിൽക്കുന്നതും ഇന്ത്യൻസാണ്. അതിന്റെയൊക്കെ Itching ഉണ്ട് സായിപ്പിന്. Invasion ചെയ്ത രാജ്യങ്ങളുടെ ചോര കുടിച്ച് കൊഴുത്ത European Vampires. Bloody White man suprimecy 🤣🤣🤣
Identity Attack0.15731181
Insult0.24630153
Profanity0.21564959
Threat0.02803385
Severe Toxicity0.022839356
Low Tox 0.27236435 Moderate Con 0.305 Identity_Assertion
Feb 25, 2026 2 likes Inside Canada's Indian Invasion...
5:35 White man is telling it how it is
5:35 White man is telling it how it is
Identity Attack0.2795294
Insult0.059061307
Profanity0.07708528
Threat0.012440704
Severe Toxicity0.010147095
Low Tox 0.2648175 Low Con 0.232 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Guy on the bike is every Canadian born white man under age 50.
Guy on the bike is every Canadian born white man under age 50.
Identity Attack0.28883415
Insult0.07745308
Profanity0.02522431
Threat0.009178371
Severe Toxicity0.008049011
Low Tox 0.25727063 Low Con 0.195 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
😂 man, the honesty of the white guy in the bike is refreshing, it'll be soo nice if we all can give a honest opinion without anybody getting offended
Identity Attack0.2774022
Insult0.06858205
Profanity0.07708528
Threat0.012285355
Severe Toxicity0.009422302
Low Tox 0.2553839 Constructive 0.521 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Jam Can your statement on migrating and leaving your culture at the door makes no sense. The white man migrated to Canada and is still trying to change the native Indians way of life. Canada …
Jam Can your statement on migrating and leaving your culture at the door makes no sense. The white man migrated to Canada and is still trying to change the native Indians way of life. Canada was spell with a K they changed it to a C
Identity Attack0.28034934
Insult0.07872037
Profanity0.022696527
Threat0.0071588317
Severe Toxicity0.0064468384
Low Tox 0.25462922 Constructive 0.59
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
All this happened when Canadians, particularly white people left Christianity and abandoned their churches and followed the woke ideology that was imposed on them by external forces. The damage is done. However, it’s never too …
All this happened when Canadians, particularly white people left Christianity and abandoned their churches and followed the woke ideology that was imposed on them by external forces. The damage is done. However, it’s never too late to rebuild your communities and start all over again. I am not from India…I came to Canada 31 years ago with my family. When I came here as a young man…You could not see any stores open on Sundays; other than gas stations and convenience stores. Majority of people attended church and the whole town had only two homeless people in it. Go back to your churches, have many kids and rebuild your communities…stay a way from Drugs and alcohol. Good luck all.
Identity Attack0.2823795
Insult0.08558089
Profanity0.02433617
Threat0.010602405
Severe Toxicity0.007858276
Low Tox 0.25462922 Constructive 0.709 Identity_Assertion
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people …
They say racism is taught. And within young kids you can see and hear very clearly it totally can be as it’s heavily based on perspective. As someone with autism I genuinely just see people for who they are and what they provide ignoring race or politics and I’ve never been racist. With all of that said I almost feel as a white Canadian now a days what “first generation racism” feels like. But it’s not like traditional “racism” hating for the sake of hating. It’s more so getting mad that they come into our country refusing to adapt and then also take countless amounts of jobs while sky rocketing housing prices. Like damn when I was a kid I felt like I had so many options. But now there’s no seeable future for me it feels like. Immigrants are taking so many jobs and countless people faking disabilities so I cannot have mine taken seriously or properly. Like holy crap man call me “racist” but mass immigration has undeniably changed Canada for the worst and if you don’t agree you’re probably one of the problems that moved here
Identity Attack0.27914262
Insult0.09563028
Profanity0.03615085
Threat0.009696201
Severe Toxicity0.0075531006
Low Tox 0.25462922 Constructive 0.78
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. …
Our local governments literally tell you to your face and they wanna replace you and I’m not even talking about just white people. I’m talking about native citizens of United States Canada, UK Germany, etc. etc. they wanna have this whole destabilization of the voting blocks so that the government can literally run wild do whatever they want. It’s funny how the “great replacement“ is said to be “deboned“ online yeah it’s literally happening right in front of our faces and our government leaders across the world are just openly saying it even in America. It’s either massive legal immigration from the left or massive H1B visa immigration from the right they literally tell you right to your face that you are either “too lazy“ or “too stupid“ to do some of these jobs meanwhile, there are millions of smart citizens who are not only ready to work, but can do the jobs that the H1B visa people and the illegal immigrants do way better especially because most of the H1B jobs are literally working at a fucking gas station and anything the illegal immigrants are doing especially jobs in construction and labor. American citizens and Canadian citizens do a way better quality job. Never believe the PSYOP of immigrants being “way better workers“ that’s literally just just a flyable objectively untrue. A wise man once said if someone is willing to cheap out on labor, then they are willing to cheap out on the job.
Identity Attack0.21075934
Insult0.08484049
Profanity0.07611542
Threat0.012492486
Severe Toxicity0.008735657
Low Tox 0.24282593 Constructive 0.644 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
if you want a fun game of spot the white man, check out cross iron mills on boxing day.
Identity Attack0.22859548
Insult0.06529768
Profanity0.069969244
Threat0.10696311
Severe Toxicity0.010604858
Low Tox 0.24282593 Low Con 0.279 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his …
A man of Portugese origin (who were not even considered as White as the WASPS and Northern-Central Europeans till 9.11) is calling white Canadians "native". He should ask his ancestors and the ancestors of his fellow Southern European friends the kind of problems they felt and how difficult it was for them to assimilate in the society. Discrimination against Italians and the internal migration from NY to NJ is known to most people. Spanish were not even granted citizenship for the most part. I agree that immigrants should assimilate, not create a dirty atmosphere and be respectful but the xenophobia in this video is insane and so ironic, coming from a Portugese man.
Identity Attack0.28034934
Insult0.0810151
Profanity0.02119352
Threat0.008789998
Severe Toxicity0.006828308
Low Tox 0.2396185 Constructive 0.791 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
That white turban man❤❤❤
That white turban man❤❤❤
Identity Attack0.19298288
Insult0.05262003
Profanity0.0684662
Threat0.011819307
Severe Toxicity0.0090408325
Low Tox 0.20839658 Moderate Con 0.364 Identity_Assertion
Dec 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things …
I am so happy people are starting to speak up. Sadly, I am changing. I am becoming angry. Angry at immigrants and the system. Am I becoming racist? Or just so lost at how things seem so wrong. My main upset is for my teen son. Turned 16 after Christmas. So excited about looking for a part-time job, earning some money, getting experiences and (unbeknownst to him ) expanding his social circle. This excitement came from me. LIke all us Canadians who remember our first part-time jobs (mine was at a McDonalds), I regaled my son in stories of that first part-time job. How much I learned from it, and the so many benefits it would have for me as I got older. He listened, and couldn't wait to turn 16. Also, like most parents, I raised him on the benefits of working hard in school, getting good grades, learning, getting involved, etc. Do these things son, and you will have a good future. He listened. Honours student all his life. Played on school teams. Performed in talent shows, Volunteered his time, etc., etc. Not a bad resume for a first time teen seeking a job. It is now heading into September. He has applied at all the traditional teen job hotspots, (all the fast food joints, grocery stores, drug stores, etc). Dozens of resumes, online and in-person applications. Not a single response. Then I walk into the local Burger King. Not a single Caucasian, Black, Hispanic, Indigenous, or Far Eastern employee. All East Indian (or Pakistani). Suddenly I am really noticing this trend everywhere, especially in the franchise fast food industry; especially upsetting when I even see it in a Harvey's (even more Canadian than Timmies). It's either East Indians or Arabs. I don't know for how long I have been hearing about diversity and fair hiring practices (which I have always supported); but to see this trend makes me furious. Are the owners of these franchise exempt from fair hiring practices? Are they not taught we are a diverse country? This is wrong. I want to finish with two sad situations which we should all be concerned about. When my eldest was looking for part-time work after the pandemic, he walked into a Mr. Submarine. He asked if he could leave his resume or fill out an application. The Arab cashier told him in broken English they were not hiring. As he was walking out, a young Arab man walked in. He approached the same cashier and asked for an application. She gave him one. WTF. My last comment, is the most concerning of all. My 16 year old, who works so hard at school, and at everything he does, recently commented, after yet another non-reply after handing out a slew of resumes, "Dad... what's the use of working so hard if I can't even get a job at McDonalds." I wonder how many other Canadian teens are feeling the same way. Not just white teens. Black, Hispanic, Indigenous and East Asian teens. Seems the broken English East Indian and Arab teens and young adults aren't asking themselves that. How long until my son thinks I am just spewing BS about this hard work thing? This is not about racism. This is about fair hiring practices, especially in more and more franchises; however, I do find myself listening to more and more of these videos, and find myself developing sucb negative feelings towards these two cultures. This is not Canadian. To be thinking this way, especially, is not Canadian. What do we do? Speak up, and we are racist. Stay quiet, and our teen kids move into adulthood without job experience, money put away, or just having a life experience that any of us over 30 (no matter our race) experienced. Something has to change; but I haven't a clue how to do that.
Identity Attack0.15303208
Insult0.07808672
Profanity0.027273865
Threat0.008531082
Severe Toxicity0.00541687
Low Tox 0.19789438 Constructive 0.837 Personal_Narrative
Aug 26, 2025 2 likes Why Canadians Are Turning Against …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was …
My family immigrated during the war, my grandmother came here after escaping a concentration camp when she was a little girl, her and my mother taught me to appreciate what we have, because it was worked hard for, they worked hard to make a living and a future for their families, they were given money by family that was here and paid back every, single, cent, it wasn't just given to them for free by the government while the rest of the people here suffer, so many of the people are brought here and given everything, it's like people have never heard the phrase "Give a man to fish, he eats for a day. Teach a man to fish, he eats for life." the problem is that they keep giving them fish, so now they expect it so much they damn near demand it... it sickens me. I'm a student right now, 15 years ago it felt like I lived in my home, proudly in Canada, with all kinds of people... now, I go to class, and I feel like I live on a different planet, everyone looks the same, with a hint of variety... American complain that they don't see White people much anymore, I complain because I only see ONE type of person now... nobody else...
Identity Attack0.049989145
Insult0.029383656
Profanity0.06195303
Threat0.010990778
Severe Toxicity0.00541687
Low Tox 0.11088664 Constructive 0.768 Personal_Narrative
Sep 13, 2025 1 likes Why Canadians Are Turning Against …
The Sikh in White Turban Spoke well A right Man Ringing the right words
The Sikh in White Turban Spoke well A right Man Ringing the right words
Identity Attack0.06476828
Insult0.027476108
Profanity0.02836696
Threat0.010472948
Severe Toxicity0.0050354004
Low Tox 0.10653123 Moderate Con 0.338
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for …
I stand with this woman. I stand with all the people in the beginning of this video as a white man. I see other people, and they see me. You will not judge me for my skin. Cause I do not judge you for yours. I acknowledge that we are different races, but we are still humans, I was raised Canadian through-and-through. To be kind of people is so deeply and rooted in my blood but then it hurts that I let people do the things they have.This woman is right We need to hold people accountable.Canada is not the country it used to be
Identity Attack0.0775651
Insult0.026702631
Profanity0.024199532
Threat0.009981008
Severe Toxicity0.0038146973
Low Tox 0.09915545 Constructive 0.817
Aug 28, 2025 2 likes Why Canadians Are Turning Against …
The man in the white turban was soo kind.
The man in the white turban was soo kind.
Identity Attack0.045901958
Insult0.02212623
Profanity0.024609445
Threat0.008841781
Severe Toxicity0.0031089783
Low Tox 0.085582085 Moderate Con 0.411 Solidarity
Sep 19, 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.