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: "Once again I’m shocked… NOT!" 21 comments
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
In my corner of my million+ city, I’m SHOCKED 😮 when I see a white person, or “normal, legal, safe” driving knowledge and abilities
Identity Attack0.40351558
Insult0.13064787
Profanity0.10178173
Threat0.012751401
Severe Toxicity0.02077355
Moderate 0.37073207 Moderate Con 0.366 Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
This is so incredibly racist. Wow. I’m shocked by this comment section and video. This is not ok.
Identity Attack0.2127345
Insult0.18852992
Profanity0.08710717
Threat0.009178371
Severe Toxicity0.015092585
Moderate 0.3666224 Moderate Con 0.383 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
I moved here from South America almost 30 years ago and worked to learn the culture and values. When in arrived in Vancouver I was shocked to see so many Chinese people.. it was not …
I moved here from South America almost 30 years ago and worked to learn the culture and values. When in arrived in Vancouver I was shocked to see so many Chinese people.. it was not my idea of Canada. Then I moved to Toronto and was shocked to see so many Indians. As an immigrant myself I'm against these immigrants that come here and don't learn the culture and have no appreciation for the Canadian way of life. This is 100% a failure of government policy . Trudeau made the situation so much worse.
Identity Attack0.34324843
Insult0.15982662
Profanity0.025497584
Threat0.009722093
Severe Toxicity0.009841919
Low Tox 0.2854699 Constructive 0.728
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and …
I’m Australia on a work visa in Canada and I’m shocked by how many Indians are here. I’m assimilating to the Canada culture and ways but a lot of them here I’ve noticed don’t and won’t.
Identity Attack0.27510223
Insult0.047935467
Profanity0.019348921
Threat0.006912862
Severe Toxicity0.004558563
Low Tox 0.1893425 Constructive 0.613 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
A Liberal unable to answer a question??? I'm shocked!!!
A Liberal unable to answer a question??? I'm shocked!!!
Identity Attack0.047190998
Insult0.08212569
Profanity0.0128245065
Threat0.007029374
Severe Toxicity0.0025558472
Low Tox 0.17198499 Low Con 0.269 Humor_Satire
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I’m from Barbados. I went to Canada for the first time last year and was shocked to see so many Indians. I thought I was in India.
I’m from Barbados. I went to Canada for the first time last year and was shocked to see so many Indians. I thought I was in India.
Identity Attack0.22261032
Insult0.03489272
Profanity0.023994578
Threat0.007832011
Severe Toxicity0.0043678284
Low Tox 0.16331999 Constructive 0.576 Personal_Narrative
Feb 3, 2026 4 likes Inside Canada's Indian Invasion...
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the …
Americans have been in shock over the last few weeks after all the Somalian corruption that has been exposed in Minnesota, Brampton is Canada's version of the Minnesota case except it's so much worse, the corruption in Brandon is in its own league and i highly suggest anyone who's interested to do some of your own research, most of this stuff is hidden in plain sight yet the government doesn't react or do a single thing about it, and in some cases they are literally part of the corruption. The downfall of canada enabled by its greedy corrupted politicians will be studied by future generations and i'm glad that history will not be kind to them.
Identity Attack0.06567776
Insult0.08212569
Profanity0.021945024
Threat0.008466354
Severe Toxicity0.003604889
Low Tox 0.16158698 Constructive 0.536
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm more shocked that the driver who is smuggling peeps, said that he is a permanent residence, meanwhile he doesn't even speak an English on normal level to get it
I'm more shocked that the driver who is smuggling peeps, said that he is a permanent residence, meanwhile he doesn't even speak an English on normal level to get it
Identity Attack0.010063417
Insult0.06267534
Profanity0.025360947
Threat0.008686432
Severe Toxicity0.0027656555
Low Tox 0.14429577 Constructive 0.511 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem …
I'm Canadian. I've spend my entire adult life involved with everything immigration. I have no problem with immigration which to me is people moving. It offers great people and great things. I have a problem with women and children abused, in violence and almost killed and our resources which are suppose to help protect the men coming here doing this because as immigrants they have value and so support anything they do to innocent people here because they have more worth as human beings than people born, raised and who lived here all their lives. Two lives viciously destroyed to protect someone sick with hate who is chronic woman hater and abuser but he must be respected for it. As someone immersed all their life in "culture" domestic violence is not culture as in immigration it's abuse and a crisis brought here and then force by law respect for it when it is already here bc it is a planet problem. For people without a lifetime of knowledge you would be shocked if knew what people think and say about us living here and what they believe from complete ignorance. It is a belief everything is owed to make lives bigger and better for them above everyone else bc they suffered somewhere else but the assumption is every person in Canada had the opportunity born here that all people should be rich and if anyone is under that standard they deserve nothing and it should be given to everyone coming in. It is understood in some groups the purpose and wants of Canadian women is providing free services to immigrant men because this is how all Canadian women chose to live as women. The expectation of women is back to the stone age to obey, speak when given permission and respect abuse. Our authorities now back that up. Don't believe me you can see evidence. We are being forced by law to change. How many persons with criminal records are here in past decade was that recent news report? There's good and bad but if you don't respect the bad then see what happens to you because suddenly you will the bad one as a Canadian so be prepared to respect and appreciate everything you spent a lifetime believing you didn't have to. Some people could write an encyclopedia of wild and bizarre things and opinions and expectations of the views others have of life here and it would make most here all their lives want to flee and leave. There are two opposite meanings of what respect is. It amounts to respect them and everything bad and disrespectful to us or we have no respect any other names. This includes not one specific culture but numerous ones and I am referring to a different one than referenced in this video. Respect divided into two opposite meanings, ignorance, lack of care, abuse, hate and so many things which our government is permitting to happen and people are losing their physical lives and becoming physically and mentally ill and it is directly related to destroying Canadians living here, killing them to force a message of change of respects and persons need to die to force it.
Identity Attack0.07673789
Insult0.03599453
Profanity0.028230323
Threat0.045895394
Severe Toxicity0.00579834
Low Tox 0.115658075 Constructive 0.83
Aug 28, 2025 Why Canadians Are Turning Against …
Im an immigrant from Colombia living in Canada. I moved here because I legit wanted to study this program I was interested in and improve my English. After finishing my studies a tech company hired …
Im an immigrant from Colombia living in Canada. I moved here because I legit wanted to study this program I was interested in and improve my English. After finishing my studies a tech company hired me and I've been working here for over 4 years. I am shocked at some of the things I've seen, the corruption, the lack of law enforcement, the scams, all the sketchy things that happen within certain immigrant demographics. No one's looking into it, journalists, the government, no one does anything about it. I'm not anti immigration because im one myself but I do think there needs to be more strict regulation and the government needs to look into the scams that are going on in this country.
Identity Attack0.06431354
Insult0.053791173
Profanity0.02433617
Threat0.0077154995
Severe Toxicity0.0030517578
Low Tox 0.113263406 Constructive 0.84 Personal_Narrative
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
I'm SHOCKED! SHOCKED I TELL YA!!!
I'm SHOCKED! SHOCKED I TELL YA!!!
Identity Attack0.005438685
Insult0.024511116
Profanity0.032894265
Threat0.009307829
Severe Toxicity0.0050354004
Low Tox 0.11202335 Moderate Con 0.39 Humor_Satire
Sep 29, 2025 IRCC Names India in Study …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out …
Hi from Indiana. I’m not familiar with life in Canada and I’m shocked to watch what is going on right now in your video. Maybe it’s not too late if your government can figure out to modify some of the immigration laws that will give back the power, the benefit, and advantage to a natural born Canadian. 800 thousand foreigners coming in in the last three months? What’s with that? That’s so shocking. Looks like a legalized invasion/occupation. I’m like you, I was a legal immigrant from Asia in the late 70s retired now and love my great state of Indiana. My family has been here for almost 50 years fully acculturated to the values and culture of American life with my husband and two grown boys. This is my adopted beloved country now. I am everything that it is about. I still know how to speak my birth language only when I go home for vacation. I don’t use it even to speak to a fellow Asian when I see that an English speaking native born American is within ear’s reach. That young lady might be dead with brain tumor before she gets her MRI. That’s unacceptable. Here you go to the ER and if you need an MRI you get admitted and most like have it the next day. Or Y
Identity Attack0.06294931
Insult0.035443626
Profanity0.01982715
Threat0.0074436385
Severe Toxicity0.0029945374
Low Tox 0.11192002 Constructive 0.824
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for …
Most of the immigrants landing here in Canada are not boosting our economy but just becoming a liability taking the country backward rather than progress. Tye government should stop immigration including refugees, at least for a while. Not that I don’t want to help these people but we just dont have the resources for now to accommodate them. ‘m shocked to hear that 817,000 people landed in Canada. Add three zeros to it because these people pay at least a $1000 as administrative fee to government IRCC. So that is $817,000,000 Canadian Dollars. Close to a Billion. What is government doing with this money? No Government, we Canadians dont want that money in our GDP. He has enough natural resources that can sustain ourself. Stop selling cheap oil to US. And back to people who come here as immigrants. You are in a different country to have a new life. There is no point in protecting here in Canada about the things happening in your home country. Have some common sense. It’s just an other news for media. When you do such things, Canadian resource are wasted like cops have to make sure the protest goes peacefully and many more. People who are not part of it are getting affected. And to all immigrants please please please, speak in english. I know that you all are comfortable speaking in your native language. Speak that at your private place. Not in public place or work place. That is basic manners. Dont speak out loud in phone in public places. It’s not manners. Funny that people are asking to change the classes taught in French😂 This proves that they are not students but in disguise, as students. Here in Canada, to loot Canada and weaken the country. If you want class in english in a french speaking province better move out of Quebec.
Identity Attack0.06795148
Insult0.03768798
Profanity0.014634945
Threat0.007534259
Severe Toxicity0.00289917
Low Tox 0.11181668 Constructive 0.632 Economic_Argument
Aug 25, 2025 Why Canadians Are Turning Against …
I'm shocked, I'm not Canadian but I never expected this 😯
I'm shocked, I'm not Canadian but I never expected this 😯
Identity Attack0.055218685
Insult0.019483518
Profanity0.015898837
Threat0.0064985976
Severe Toxicity0.0020885468
Low Tox 0.077668175 Moderate Con 0.498
Sep 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
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)
I'm not shocked, the government allowed that to create chaos in immigration to convince Canadians that the only solution is to accept Digital ID. I don't believe Liberal or Conservatives, they are against each other …
I'm not shocked, the government allowed that to create chaos in immigration to convince Canadians that the only solution is to accept Digital ID. I don't believe Liberal or Conservatives, they are against each other but working for one master which is the New World Order.
Identity Attack0.02138452
Insult0.02373764
Profanity0.010467518
Threat0.0066086366
Severe Toxicity0.0012874603
Low Tox 0.057748068 Constructive 0.511 Unverified_Claim
Nov 21, 2025 Thousands of refugees allowed into …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. Then said their plan was to go home, get married and bring their actual wife back to Canada.
Identity Attack0.037394293
Insult0.0154929245
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.0014209747
Low Tox 0.050573748 Moderate Con 0.482
Oct 2, 2025 IRCC Names India in Study …
What? When did they figure this out? I'm shocked what?. Lol
What? When did they figure this out? I'm shocked what?. Lol
Identity Attack0.0030338243
Insult0.0151129225
Profanity0.01764096
Threat0.007327127
Severe Toxicity0.0014019012
Low Tox 0.038048524 Moderate Con 0.338 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
So what I’m hearing is they squeezed what they need to do over a 50-year period into 5 years. Of course it’s gonna shock the system.
So what I’m hearing is they squeezed what they need to do over a 50-year period into 5 years. Of course it’s gonna shock the system.
Identity Attack0.0024233595
Insult0.011046898
Profanity0.013336895
Threat0.008556974
Severe Toxicity0.0010108948
Low Tox 0.025674535 Low Con 0.222
Jul 7, 2025 1 likes How Canada broke its immigration …
Once again I’m shocked… NOT!
Once again I’m shocked… NOT!
Identity Attack0.0026638457
Insult0.012072904
Profanity0.012995303
Threat0.006375613
Severe Toxicity0.0010108948
Low Tox 0.02543884 Moderate Con 0.378 Humor_Satire
Feb 18, 2026 12 likes Canadian immigration officers investigating hundreds …

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.