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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: "Everyone in these comments are …" 21 comments
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by …
What the bike guy is actually ssying is pure hate like ehat the f did the Muslim did or the afticans the question was about india and why he treats Islam as a race by saying the muslims? It's wierd that everyone in the comments is okay with what he said ( racism)
Identity Attack0.50515443
Insult0.47357693
Profanity0.5013569
Threat0.027170537
Severe Toxicity0.22207877
Moderate 0.5885171 Moderate Con 0.468 Identity Attack Moral_Argument
Feb 21, 2026 Inside Canada's Indian Invasion...
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring …
After watching this video, and then reading the comments i think I know what the problem is, its RACISM, people just dont like seeing so many people of different color, ofcourse mass immigration will bring a lot of people, in this case it was Indians/pakistanis/bangladeshis, and its true out of so many immigrants some will choose wrong things to do(there are bad fishes in every pond), but isnt it true for everyone, even white people do the same shit, but the issue here which is concerning to everybody why a different race is here, the feel like its no more like canada used to be cuz brown people are here, but they forget white people also immigrated at one point of time to these lands. And also is nobody seeing the second part of the video where these people have temples giving out free food to so so many people. In my honest opinion, this rant of people is just glorified wrapper of RACISM which people dont wanna say out loud.
Identity Attack0.5051593
Insult0.40698266
Profanity0.4894185
Threat0.04718852
Severe Toxicity0.16960317
Moderate 0.5532103 Constructive 0.668 Identity Attack
Sep 22, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to …
I’m gonna get a lot of hate for this comment and death threats, but I would rather have Pakistani and Indian people then have Isis and radical Islamic terror because if people know how to act then it’s fine if they build their culture hair, don’t forget Europeans and white people built their culture all over the world and killed everyone that wasn’t what they wanted and got rid of their religions in their ancestors and they got rid of their culturewhite people have killed billions of people, but nobody seems to care about that as soon as you see some brown people moving into your country, that’s under 1 million you guys flip out it’s weird
Identity Attack0.5135796
Insult0.34237885
Profanity0.2801717
Threat0.5195707
Severe Toxicity0.17009245
Moderate 0.5140397 Constructive 0.558 Identity Attack Threat
Oct 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of …
Did none of the hypocrites here see through the hypocrisy of this video? That half naked man on the street complaining about people being naked in their house Landlords happy about growing rent All of these people pay taxes,almost everyone seen in the video works,and last I checked even blue collar workers pay taxes,from an uber eats driver to the nurse These people come here legally paying double and triple in fees,they're not illegal immigrants like many in USA The church was sold willingly for money and then the temple was built,all temples pay property taxes and were bought with money No one wants to talk about diploma mills willingly giving admissions to the students The people welcomed the youtuber with open arms,explained things,gave answers and a lot of food Some things need improvement I totally agree like Indians need to maintain cleanliness and integrate but overall what a piece of propaganda this video is,people in comments literally ignoring how welcoming the people were to this youtuber That guy is totally right,people don't really face racism irl Anyways I am glad people irl are not like people online,I love Canada and always will and I'm proud of how welcoming and open Canada is 🇨🇦❤️
Identity Attack0.24293575
Insult0.53014356
Profanity0.16496858
Threat0.013113883
Severe Toxicity0.023076924
Moderate 0.50759226 Constructive 0.817 Insult Policy_Critique
Sep 19, 2025 6 likes Inside Canada's Indian Metropolis (Brampton)
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming …
The hate in these comments are disturbing. And so is Tyler for pushing out a video like this. It’s like going into China town and asking everyone why there’s so many asians there…and then platforming someone that says Indians eat poo and rape is part of the African culture…I get the feeling this comment section is full of Pierre and Trump fan boys. You get my well deserved dislike Tyler
Identity Attack0.43896464
Insult0.46476576
Profanity0.31043148
Threat0.09623027
Severe Toxicity0.052940834
Moderate 0.50503236 Moderate Con 0.459 Moral_Argument
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism …
Everyone in these comments are racist af to indians. Indians dont kill or rob people. Y'all march and protest for the people who do those things but when it comes to indians, thats where anti-racism stops. Talk about hypocrisy
Identity Attack0.46028158
Insult0.45758462
Profanity0.15195307
Threat0.05753354
Severe Toxicity0.023076924
Moderate 0.4838166 Moderate Con 0.411 Moral_Argument
Feb 24, 2026 Inside Canada's Indian Invasion...
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what …
Mark Carney needs to start putting his boot on Danielle Smith's neck sore to speak, because if he does not and we lose Canada, we will be gunned down in the streets, just like what is happening now. So I hope everyone realizes and remembers that and for any albertan. Watching this and reading these comments, if you want your CPP and AOS in the future, if you decide to back Danielle Smith on this garbage separation, you will never see it. Don't forget the disability. Credit does not go to the people that are on ache. It goes right straight to Danielle Smith. And that's where your CPP noas will go. So if you're close to retirement and a hillbilly, you better have a good nest. Egg saved
Identity Attack0.04667538
Insult0.43450394
Profanity0.09034003
Threat0.10542984
Severe Toxicity0.01573815
Moderate 0.3972142 Constructive 0.583 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any …
The comments on this video makes me sick. As a Canadian it genuinely disturbs me to read all the extremely racist rhetoric from people who I think better of. None of this video had any facts or anything. He just interviewed a racist guy on a bike and suddenly everyone thinks that is fact? If you actually did any real research, immigration has stimulated the Canadian economy immensely whether or not people want to believe it. And multiculturalism and sharing cultures will never be a bad thing. Racism will never be okay for Canadians. Stop it.
Identity Attack0.25309357
Insult0.3388922
Profanity0.057944927
Threat0.009204263
Severe Toxicity0.013285006
Moderate 0.36095104 Constructive 0.708 Moral_Argument
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's …
Oh man, as soon I saw the title and the thumbnail, I just knew the comments were going to be insane 😂 As much as Canada is lauded as a nice and welcoming country, it's open season when it comes to Indians. I work in a typical corporate environment, where all conversations are filtered through a layer of professionalism, and just the other day my director made a joke about how he's glad we don't have Indians on our team. Everyone laughed and we moved on as if it was a completely normal thing to say about an ethnic group. You know it's bad when both the conservative boomers and the liberal millenials/gen Z all agree we have too many Indians.
Identity Attack0.34324843
Insult0.2435641
Profanity0.0961592
Threat0.010369381
Severe Toxicity0.013414118
Moderate 0.3127066 Constructive 0.709
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I love the rise of nationalism in this country, you can see it in the comments. Everyone hates these foreigners and wants them out. genuinely can't wait for when the deportations start to kick off. …
I love the rise of nationalism in this country, you can see it in the comments. Everyone hates these foreigners and wants them out. genuinely can't wait for when the deportations start to kick off. We're finally getting to the end of the tunnel it seems
Identity Attack0.30103904
Insult0.0817555
Profanity0.052183274
Threat0.049451493
Severe Toxicity0.011444092
Low Tox 0.28674445 Constructive 0.599 Identity_Assertion
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I …
I was called a Nazi because I suggested the same thing: the more people you have the less resources you have for everyone to go around. I was called a Nazi for saying that. I wasn’t being a Nazi. I was being a mom. Any woman knows this. When you’re single, you can have a whole pie to yourself. You get married, you make a pie and you’ve got well maybe a couple of days worth of food. Add a child everybody eats comfortably but only for one night add a second child somebody’s gotta give up. You know what I mean like it’s just plain math Mathematics so I guess I’m too far left for the right and I’m too far right for the left, I guess. Although I’m not an immigrant, I am a person with disabilities and just recently when we lost the so-called Trudeau tax I wondered why I wasn’t getting it. Then on a Canadian conservative source I heard we weren’t getting it anymore and I was upset. Disgruntled person wrote in the comments section and I quote get over yourself. I think MAID could help you. That didn’t come from a left-wing source as many right wing folks will say that it’s the left who wants to euthanize disabled people. That came from someone from a right leaning source. So writer left nobody wants to pay for anyone to have a free ride, even if the ride isn’t really free. I live on $800 a month and I am much too disabled to work and I don’t have family. In addition, I’ve been told I’m not eligible for rent gear to income, but it’s not like I’m going to get well. Anyway, it seems people don’t like to put out for others and I get it because the folks at the top are always happy to see the little guys tear each other apart. None of our politicians have ever voluntarily Given up a pay cut to support those who can’t work any longer or who never could. That would be the pro life thing to do. They’re always voting themselves big raises.
Identity Attack0.23011416
Insult0.1087965
Profanity0.17566866
Threat0.016810767
Severe Toxicity0.01986976
Low Tox 0.28425202 Constructive 0.804 Personal_Narrative
Aug 31, 2025 Why Canadians Are Turning Against …
Who is trying to turn canada into india? You all forget that no one but the government is reponsible for bad immigration policies. Everyone comes here with a dream i mean canada is a country …
Who is trying to turn canada into india? You all forget that no one but the government is reponsible for bad immigration policies. Everyone comes here with a dream i mean canada is a country built by immigrants, just because some other nationalities got here first and made Canada their home does not give them the right to judge others. Shameless behaviour in the comments by some people. Humanity at its worst. God bless us all
Identity Attack0.1769227
Insult0.24171697
Profanity0.019690514
Threat0.0072235605
Severe Toxicity0.005645752
Low Tox 0.28087774 Constructive 0.533 Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Any commenters actually been to India? They are completely self-interested people in India. Evidently part of their culture. No sense of empathy. No sense of real generosity. Comments about the driving in Ontario are consistent …
Any commenters actually been to India? They are completely self-interested people in India. Evidently part of their culture. No sense of empathy. No sense of real generosity. Comments about the driving in Ontario are consistent with this behavior. In India, on the roads and in social contact they are inclined to push, shove, cut in, avoid eye-contact unless they perceive insult or injury to themselves. This is perhaps a function of population density, wherein everyone has to claim space and resources. There is also an element of religion, the cultural lack of Christianity which claims eternal consequences for bad behavior.
Identity Attack0.27682206
Insult0.13969865
Profanity0.027410502
Threat0.029415153
Severe Toxicity0.009918213
Low Tox 0.25462922 Constructive 0.676 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why …
I am Native American. At college, I took a welding course just to break the monotony of classes as I was raised using my hands. This immigrant male, asked the rest of the class "why is she here?". I asked if he had a problem with me and he looked at the class to tell me not to speak to him. No one said a word but looked between us in silence. I asked him again, "do you have an issue with me being here?". Again he told the rest of the Caucasian men to tell me to stop speaking to him. I said if you have a problem with me, let's step outside and one of us will walk back in. You can't accept that a Native female is in this class, pack your family up and go home. Don't think of the state's because that's mine too. The teacher walked in and he could see and sense the tension in the room. He removed the immigrant and they went out of the room. A few minutes later the instructor came in and looked at me and said he'll be taking a class with no females. His country doesn't allow females an education yet alone a trade. You're welcome to stay. I have no intention to leave, was my comment back. I'm here to learn. Decades later, I'm driving home from northeastern Quebec and on the 401 is a gas/food stop. My child and I were passed by 4 luxury sports cars. They pulled into this stop and parked across all the handicapped parking spots. Bumper to bumper across the spots. We went in and met them as we came out and met a truck driver of the same nationality. He asked "how is Canada treating you?". They smiled and said "look", motioning to their silk suits. Another pointed to their cars. And another said "they treat us like kings'!". The fourth said "Canadians are easy to play! Cowards!!" A few days later, I'm at Walmart and present my tax exempt (we pay 5% tax) but the cashier looks at it and states "you all think your so special!!" Your paying the tax like everyone else! A customer behind me yelled for management loudly. When management showed, I didn't say a word because it was the customers behind and on the side of me with complaints of the rudeness of the cashier. She was removed and manager took over transactions. Not just mine but those after me. There was another incident with my child. An immigrant (can tell by the long tunic) was trying to lure my daughter away from me. I put her in a cart and requested help from a young employee who wanted me to write a book before calling security. Another employee came over and called security immediately. By the time they found the man, he had exited the store and got into a taxi. A few weeks later at an arena where youth hockey practice was taking place, the same scenario was happening. A man in a tunic was trying to lure children away and when caught, jumped into a taxi and left the scene. To attack an adult who can defend themselves is one thing but to go after children is another. I say stricter policy on crimes are needed.
Identity Attack0.27171627
Insult0.086852804
Profanity0.17148167
Threat0.025443908
Severe Toxicity0.012283325
Low Tox 0.24763705 Constructive 0.814 Personal_Narrative
Sep 8, 2025 Why Canadians Are Turning Against …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served …
The problem is immigration back in day was a luxury in India so only riches made it outside and they were rich compared to others after independence because they were more pro british and served them. So it was easy for them to immigrate and assimilate into your culture. Now you see many poor people also immigrating because immigration became more accessible, its just like the touchscreen phones, before only rich people had them, but later and now everyone has it. Plus your overly liberal and the stupid point system lets anyone enter the country if they meet a specific criteria, they barely check their english, background, crime record, etc. Also, living in India is a survival, or a nightmare for short. Especially for the poor people in the up north, and so they go to these shady agents who claim that they can send him or her to Canada, UK, Australia where ever they want in exchange for some money. Sometimes these agents turnout to be scams and sometimes not, then these students apply to some fake university that has no campus in Canada and select a course thats easy. Then once approved they come to canada, don’t go to university and make some other indian friends who say they have contacts with some job providers and through that the students get their jobs at the fast food joints and shopping malls. The mindset with which these students come to Canada is that I want to get a simple job as soon as I land in Canada and through that job I can get a PR. They never go to assimilate or discover the culture, they come because the country looks nice, has resources, and will provide them with a good salary so that they send some money back home to their parents as compared to low paying jobs in India, which too are super competitive. They still like the indian way of life, the culture, the food, the attire, just not in India. Thats why you’ll never see these students eating at anything other than a Indian Punjabi Restaurant or a fast food joint, they will never make white friends, they will never try to change the way they speak and look at Canadians, they will never try to change their driving habits. In conclusion, more poor people and students migrating, paired with their mindset of “I want everything to be Indian just not in India but in a place that looks better” paired with their low interest in actually learning and working better jobs is what makes them a bad immigrant group. But thats not to say that all are like that its only some and mostly Punjabis/ other North Indians that have this mindset. The reason why the Indian group in USA is much better and successful is because they are mostly of south indian descent. Those people are far more educated, actually respect the law of the land. And fun fact: The stereotypical Indian Accent originated from USA mainly and reason why many indians say that they don’t speak in that accent is because that particular stereotypical accent is present in Indian people who come from the states of Andra Pradesh and Telegana, which is is where most of the Indians in USA are actually from. Sorry for the long ass comment and some writing mishaps, I really lose my writing quality when I’m writing long comments.
Identity Attack0.14875233
Insult0.083112895
Profanity0.041912504
Threat0.008129764
Severe Toxicity0.005607605
Low Tox 0.19893374 Constructive 0.608 Policy_Critique
Dec 3, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's really funny that this whole video is about how we should be worry about how many deportations are happening but actually if you read the comments everyone's like it's not enough we should deport …
It's really funny that this whole video is about how we should be worry about how many deportations are happening but actually if you read the comments everyone's like it's not enough we should deport more is I find it hilarious
Identity Attack0.07591068
Insult0.029934563
Profanity0.045419596
Threat0.021645326
Severe Toxicity0.00667572
Low Tox 0.17458448 Constructive 0.548 Meta_Commentary
Dec 30, 2025 1 likes Deportations From Canada at Their …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive …
I live in Brampton, i am all for diversity but where is the diversity if everyone is Indian. I am French originally and i am in a minority of one! Let's be clear, the massive Indian increase in the population is due to Trudeau's immigration policy, the indians did not jump over the border as some of the comments suggest, they mostly came here legally, and this was done without broad agreement of the Canadian population as a whole. Canadian population went from being 30 million inhabitants to 40 millions in just over a decade, a massive population increase in a short time due mostly to Indian immigration with huge impact on housing , cost of housing, infrastructure, jobs, taxes, etc... The liberals have a lot to answer for the disaster which Canada has become in the last 10 years and yes they got rid off Trudeau, but they are still in power, stiffling the potential economic growth of Canada which should be a rich country instead of being a country where many people live from pay cheques to pay cheques.
Identity Attack0.17226285
Insult0.053791173
Profanity0.01982715
Threat0.0072365063
Severe Toxicity0.0044059753
Low Tox 0.165053 Constructive 0.801
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their …
We are getting way too many from other countries not only India. So everyone's gotta remember that we are getting massive loads from other very populated countries. It's gotta be engineered to help offload their countries of their populations, which in many countries they are packed like sardines. I already left the GTA thinking I would be relieved of this, but no, only slightly. They are in every town. I feel like the government harmed me indirectly because I opposed what the government did, so I took it upon myself to move, and yet, my problem was not solved. Africans, Indians and various Arabs are most in my neighbourhood, now. We are 3 hours away from Toronto. If you here in the comments section plan to move, then find a pocket at least 8 hours away from all the major canadian cities, but closer to some smaller towns.
Identity Attack0.0775651
Insult0.04852104
Profanity0.046922635
Threat0.011068452
Severe Toxicity0.0045204163
Low Tox 0.11652588 Constructive 0.813 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question …
just passed the test right now, and the very first thing I wanted to do—before even telling my family—was to leave this comment. I watched the video only once, from the beginning up to question 215. One time only—yes, one time only. Then I took the test, and on my first attempt I passed with 15 correct answers out of 20. I honestly can’t believe it. I didn’t realize how much I knew until I was sitting there answering the questions. About 50% of them came directly from the first 215 questions in the video. I am truly, deeply grateful to everyone who worked on this video. It’s not just good—it’s amazing. After nine years of struggle with this citizenship journey, I finally feel like I can breathe… like I can fly a little. Thank you all, from the bottom of my heart. 🤍
Identity Attack0.0037922803
Insult0.020256994
Profanity0.021603432
Threat0.007573096
Severe Toxicity0.0016975403
Low Tox 0.044636376 Constructive 0.713 Personal_Narrative
Jan 25, 2026 4 likes Canadian Citizenship Test 2025 – …
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. …
Special thanks to everyone who made comments to strengthen the credibility of this collection of questions. Indeed they are of immense help. Just passed 19/20 solely by playing this video 3x and on 2x speed. Best of luck everyone 🍁
Identity Attack0.0058826595
Insult0.00971689
Profanity0.018597418
Threat0.009178371
Severe Toxicity0.001783371
Low Tox 0.021549871 Constructive 0.647 Meta_Commentary
Dec 18, 2025 7 likes Canadian Citizenship Test 2025 – …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing …
Just took the test, got 19/20 (July 2025). This video was of great help. Read the study once and watched this once video from start till end, and I was all set. Thanks for sharing this video. Also, thanks to everyone for the comments because your testimonies help give credibility.
Identity Attack0.0047727237
Insult0.008557882
Profanity0.015591404
Threat0.008738215
Severe Toxicity0.0014400482
Low Tox 0.016712861 Constructive 0.703 Personal_Narrative
Jul 16, 2025 21 likes Canadian Citizenship Test 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.