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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: "AS AN INDIAN THANKS FOR …" 101 comments · Page 4 of 5
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
It wasn't long ago when simply talking about the Indian invasion in Canada would get you silenced. Thanks Tyler!
Identity Attack0.23922618
Insult0.06858205
Profanity0.01620627
Threat0.008789998
Severe Toxicity0.0052261353
Low Tox 0.22177623 Moderate Con 0.49 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and …
Thanks for making this video! What's crazy that people might not understand is it's not isolated to just that city. It's every major populated city in Canada is getting overrun. Most minimum wage jobs and security are always 95% Indians. I don't understand how this was aloud..
Identity Attack0.17459276
Insult0.07270074
Profanity0.03715288
Threat0.0071588317
Severe Toxicity0.004711151
Low Tox 0.19789438 Constructive 0.71 Unverified_Claim
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Man even i as an indian say that there are way too many indians in canada and all thanks to canadas extreme liberal migratory policy
Man even i as an indian say that there are way too many indians in canada and all thanks to canadas extreme liberal migratory policy
Identity Attack0.21668483
Insult0.04090862
Profanity0.024541125
Threat0.006977591
Severe Toxicity0.004787445
Low Tox 0.18649188 Moderate Con 0.422 Personal_Narrative
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Thanks to Liberal Party. We Canadian not getting jobs but Indians getting jobs.
Thanks to Liberal Party. We Canadian not getting jobs but Indians getting jobs.
Identity Attack0.18546575
Insult0.05262003
Profanity0.013507691
Threat0.0062849927
Severe Toxicity0.0036239624
Low Tox 0.1798404 Moderate Con 0.361
Dec 24, 2025 2 likes IRCC Names India in Study …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple question: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.18546575
Insult0.0573046
Profanity0.027820412
Threat0.009178371
Severe Toxicity0.0064086914
Low Tox 0.17198499 Constructive 0.754 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple questions: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And i am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.17536941
Insult0.054376744
Profanity0.027683776
Threat0.008841781
Severe Toxicity0.005836487
Low Tox 0.1641865 Constructive 0.746 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Tyler brother, thanks for Canada, but you need to wake up, go to bay area, the one in north california, sf bay area. it has become India long time ago. all the software engineering jobs …
Tyler brother, thanks for Canada, but you need to wake up, go to bay area, the one in north california, sf bay area. it has become India long time ago. all the software engineering jobs belong to indians now. local US engineers are sittings without a job. standford, mit, berkley graduates, all of them jobless.
Identity Attack0.12735364
Insult0.05203446
Profanity0.013336895
Threat0.0069646453
Severe Toxicity0.0033950806
Low Tox 0.15545623 Moderate Con 0.456
Jan 27, 2026 Inside Canada's Indian Invasion...
From California! I’ve heard about this “ Indian invasion” ( that was the internets wording not mine) and I’ve been so intrigued to learn more! Thank you for covering this!,
From California! I’ve heard about this “ Indian invasion” ( that was the internets wording not mine) and I’ve been so intrigued to learn more! Thank you for covering this!,
Identity Attack0.14875233
Insult0.033790905
Profanity0.03915693
Threat0.012440704
Severe Toxicity0.0065612793
Low Tox 0.1537979 Constructive 0.627 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die …
Thank you for this report on Brampton. For context, I am a 4th generation Canadian, my ancestors immigrated here a few years prior to confederation in 1867. I have worked in the tool and die industry for decades and many of my associates work for or manage tool and die businesses in Brampton. Everyone in Brampton knows what is changing there. When I try to explain to my friends that what is happening in Brampton is not balanced, they do not understand, they think I am a racist. I told them that my Indian friends in Brampton feel the same way I do. They look at me like a deer in the headlights. Nothing has turned me against a politician so vehemently as Justin Trudeau's management of immigration. The man had no idea how to effectively manage immigration in a way which would integrate people into a culture and society such as Canada. That certainly is not creating a microcosm of one nation in a city.
Identity Attack0.07012023
Insult0.06512285
Profanity0.022013342
Threat0.0089712385
Severe Toxicity0.003566742
Low Tox 0.14429577 Constructive 0.874
Sep 26, 2025 59 likes Inside Canada's Indian Metropolis (Brampton)
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones …
Honestly, they are great people and I think they bring a lot of culture and family orientation back to Canada I feel like it’s roots. I mean, we are the first generation with cell phones so things aren’t gonna go well for the first generation so I hope to see change in the next, but I really hate the racism. Because at the end of the day, this world belongs to all of us. I’m married to a Punjab. And I’m very thankful I met him feel like a lot of Canadian men. Have become victims to the red pill ideology or cell phones are really just becoming a part of their ideologies. Indian families bring back real love and authenticity. My only problem is the criminals that are coming into the country that are hurting people when we already have enough problems in our own country.
Identity Attack0.10221587
Insult0.046764325
Profanity0.035900343
Threat0.008919456
Severe Toxicity0.0045394897
Low Tox 0.119997114 Constructive 0.799 Solidarity
Jan 29, 2026 Inside Canada's Indian Invasion...
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Thank God , there is no Brown Sepoy in comments barking"As an InDiAn I aGrEe WiTh yOu SaAr".
Identity Attack0.060675595
Insult0.062150877
Profanity0.02474608
Threat0.0071588317
Severe Toxicity0.0029754639
Low Tox 0.11739369 Moderate Con 0.323 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a white American. When I was a teenager, I suffered from extreme depression and mental health issues. Indian Buddhist meditation and Ayurvedic psychology completely cured me. Thank you India🙏❤
I'm a white American. When I was a teenager, I suffered from extreme depression and mental health issues. Indian Buddhist meditation and Ayurvedic psychology completely cured me. Thank you India🙏❤
Identity Attack0.10221587
Insult0.023221988
Profanity0.025770858
Threat0.009281937
Severe Toxicity0.0043296814
Low Tox 0.11192002 Constructive 0.681
Oct 28, 2025 23 likes Inside Canada's Indian Metropolis (Brampton)
There are some cultural differnces that can be difficult to adjust to. I used to pick up delivery orders from a sikh Indian restaurant, and I would always say "thank you" when they hand me …
There are some cultural differnces that can be difficult to adjust to. I used to pick up delivery orders from a sikh Indian restaurant, and I would always say "thank you" when they hand me the order, and they started making fun of me amongst themslves and laughing at me for saying "thank you" to them lol. 😂
Identity Attack0.09824528
Insult0.027841117
Profanity0.059948977
Threat0.00814271
Severe Toxicity0.0037193298
Low Tox 0.11171334 Constructive 0.732 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, …
Dear everyone, Culture is a constantly changing phenomenon. If you had visited Canada 500 years ago, you would have seen Indigenous tribes living on this land with their own cultural values. Two hundred years ago, European culture became more prominent, but it was still a very different place from what we see today. Family values were strong, and who your family was often determined much of your future. Now, Canadian culture is changing once again. The arrival of Indian immigrants will inevitably influence Canadian culture, whether people like it or not. Some may try to resist—perhaps through a kind of “Trumpism”—but that will only provide temporary comfort. In the long run, Canadian culture will continue to evolve with the influx of newcomers. Today it is Indians; in the coming decades, it may be another nationality. The key point is to embrace change—and perhaps change ourselves in the process. For example, the rise in homelessness is tied more to social and economic issues than to immigration. Family structures among white Canadians are becoming less central in people’s lives, and religion is also losing influence. Parenting values are often shaped by fleeting psychology trends and “helicopter parenting,” leaving many children without the strong foundation they need. Perhaps there is something to learn from Indian immigrants about building families, fostering strong connections, and strengthening community ties. Thank you.
Identity Attack0.10221587
Insult0.031697463
Profanity0.015693882
Threat0.007314181
Severe Toxicity0.0031280518
Low Tox 0.11140333 Constructive 0.718 Moral_Argument
Sep 19, 2025 8 likes Inside Canada's Indian Metropolis (Brampton)
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live …
I heard why the government did the immigrants wrong. I was talking to an uber driver and my pharmacist. They told me the promises of luxury in Canada has and offered for them to live a better lives. They didn't know after they came here for work and or college/university they become in major debt. They said that they're in a luxury debt and never getting out of debt knowing that they're stuck in Canada and can't be allowed to leave unless they pay off the debts. That's 100 % wrong to do that to people when they know they don't feel welcomed and want to go home. I'm a metis Canadian and I had to leave Ontario to find affordability and miss my home. GOVERNMENT THIS IS YOUR FAULT AND YOU KNOW IT! Let them go home in debt. You made this mess. FIX IT! Including the baby boomers that made the problem started 8 % rate interests to buy houses. That was a mistake that should be bought 1 house and nothing else. I forgot to add something. The uber driver told me that india doesn't know that it's a debt luxury trap that you can't leave unless you pay your debt. He felt alone and found some people and the internet to make himself feel better temporary. TEMPORARY! He hates it here, but he respects Canadians. He feels sorry for the new ones that are coming to become debt trap. It's the same for the pharmacy. She got into college to be a pharmacy and bought the store. She is on low income but doesn't qualify for any supports like benefits to pay off her medical things. The reason she can't because they'll see the pharmacy store is income. Wait what? So she doesn't quilify for benefits because she's making income to pay off her massive loan to do her job. It's not enough to live by as what she told me. She also does misses home, but also traped in luxury debt. This is what I have learned so far. I went through a car accident and coudln't get out of the car. I thought in Brampton, Ontario was the rudest people on the planet, but was saved by the angels of indian people saved me out of the vehicle from the smoke. I still thank you! There is still good people out there and some are stupid people out there. Keep it up because being kind gets you to be positive to others and make things better when the world is fcked right now.
Identity Attack0.060675595
Insult0.03566399
Profanity0.019348921
Threat0.0074824756
Severe Toxicity0.002822876
Low Tox 0.11129999 Constructive 0.816
Sep 10, 2025 2 likes Why Canadians Are Turning Against …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. …
I live in Brampton. And all I can say is thanks for visiting and spreading the word on this problem. I was born in Brampton, and my mother tells me about how much it's changed. Many of my friends and family friends have moved to other neighborhoods POST mosques being put up near their homes. And let's not talk about employment and foreign "students". I was lucky to get a job last summer at a family owned small business Ice Cream store right after high school. We even got a review saying we weren't diverse enough despite us being a group of White, East Asian and Black employees lol. And many people say if your not Indian and your getting your drivers test, you go out of Brampton to do the test because you'll likely get discriminated by who is running the test. It's absolutely absurd. It sounds like tin foil hat sh*t, but if you live here like me everything comes full circle. But ofc there are good ones, but they are typically the westernized ones, who have assimilated, they play or watch hockey and have developed a Canadian accent. But the majority haven't assimilated, they are likely first generation, and they do things like stuff 15+ people in one suburban home. And just small things like staring at you in public (idk why their community stares you down), they spit on sidewalks, and they use some crazy a$$ spices when they cook. The smell carries over for blocks and you know your in deep Brampton territory when your driving and that smell of spicy curry hits you and you gotta roll up them windows lol. It's a nasty smell. This mass migration is a huge issue and needs awareness.
Identity Attack0.06476828
Insult0.033460364
Profanity0.03690237
Threat0.008077981
Severe Toxicity0.0038528442
Low Tox 0.10696511 Constructive 0.818 Personal_Narrative
Jan 27, 2026 8 likes Inside Canada's Indian Invasion...
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to …
5:50 I agree, I'm thankful the government is starting to revoke / cancel visas to try to get a handle on things. This goes beyond just Indian people. It's for all people that immigrate to our country. I agree, I think if people come to my country, they need to assimilate. Learn our languages, understand our culture and integrate. I feel that they need to create another sector to follow up on visas, check in on people, monitor. I also feel the banks need to monitor the amount of money people are sending back home, I understand some money. But not everything.
Identity Attack0.08749158
Insult0.024640027
Profanity0.029596692
Threat0.00948907
Severe Toxicity0.0037956238
Low Tox 0.103060275 Constructive 0.852 Policy_Critique
Jan 29, 2026 3 likes Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Why was this taken down and reposted again??!!! You ok? Did the Indian government come for you? As a Canadian in the GTA we thank you for making this masterpiece ❤
Why was this taken down and reposted again??!!! You ok? Did the Indian government come for you? As a Canadian in the GTA we thank you for making this masterpiece ❤
Identity Attack0.022590388
Insult0.018129934
Profanity0.015523086
Threat0.006848133
Severe Toxicity0.0017738342
Low Tox 0.049831573 Constructive 0.615 Meta_Commentary
Feb 3, 2026 12 likes Inside Canada's Indian Invasion...
As a Canadian whose family were educated Indian migrating in 1970s thank you for posting
As a Canadian whose family were educated Indian migrating in 1970s thank you for posting
Identity Attack0.031722516
Insult0.016708933
Profanity0.012004685
Threat0.0061425893
Severe Toxicity0.0013637543
Low Tox 0.04315203 Constructive 0.591 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian thank you for posting this.
As an Indian thank you for posting this.
Identity Attack0.031980325
Insult0.014276917
Profanity0.018187506
Threat0.0077025536
Severe Toxicity0.002040863
Low Tox 0.04315203 Constructive 0.524
Jan 27, 2026 Inside Canada's Indian Invasion...
As an Indian, thank you for showing this.Mirrors are important.
As an Indian, thank you for showing this.Mirrors are important.
Identity Attack0.029402243
Insult0.015948927
Profanity0.01941724
Threat0.008103873
Severe Toxicity0.002412796
Low Tox 0.04315203 Constructive 0.565 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
Thank you Tyler. People need to talk about this, you should ask about the 36 bucks an hour the government subsidizes them. I lost my job to an Indian business who open 6 day cares …
Thank you Tyler. People need to talk about this, you should ask about the 36 bucks an hour the government subsidizes them. I lost my job to an Indian business who open 6 day cares on grants.
Identity Attack0.026007013
Insult0.015796926
Profanity0.011680172
Threat0.0061425893
Severe Toxicity0.0009393692
Low Tox 0.039226998 Constructive 0.815 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Proud Indian ❤ Without fighting we are conquering wer ever v go. Thanks almighty we are fittest of all...so we shall prevail over others.
Identity Attack0.017364962
Insult0.013440913
Profanity0.018529098
Threat0.011482717
Severe Toxicity0.0023460388
Low Tox 0.036162965 Moderate Con 0.461 Identity_Assertion
Oct 15, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India …
It’s time for Indian 🇮🇳 !!! Thank you for sharing!! Brampton is a little India-town in Canada 🇨🇦!! India has many population the first country in the world with too much people!!! Time for India 🇮🇳😁😁👍🏽
Identity Attack0.021585498
Insult0.010476895
Profanity0.013849284
Threat0.008531082
Severe Toxicity0.0022602081
Low Tox 0.030859824 Constructive 0.626
Sep 19, 2025 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.