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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: "We have a community about …" 393 comments · Page 13 of 16
I wanna see Filipino communities next
I wanna see Filipino communities next
Identity Attack0.08666438
Insult0.017420914
Profanity0.027547138
Threat0.012803185
Severe Toxicity0.0049972534
Low Tox 0.10653123 Moderate Con 0.41 Question
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students …
It is incredible how some people overlook the fact that the Indian community is a pillar of the Canadian economy. If this community stopped working for just 24 hours, Canada would literally stall. Indian students alone contribute over $22 billion annually to the economy, effectively subsidizing the entire Canadian higher education system. In the healthcare sector, immigrants make up nearly 37% of physicians and 43% of pharmacists, with a massive percentage coming from the Indian diaspora. They are the ones keeping the clinics and pharmacies open for everyone. ​The impact stretches into every part of daily life, as over 56% of transport companies and 53% of restaurants are immigrant-run. Without them, grocery shelves would be empty and the supply chain would collapse. Furthermore, nearly half of the tech and software design sector is powered by the immigrant community. Beyond labor, some of the wealthiest people and biggest job creators in Canada are of Indian origin, such as David Cheriton and Prem Watsa, who have invested billions into the country. The Indian community isn't just visiting Canada; they are building, funding, and healing it every single day.
Identity Attack0.07921951
Insult0.03136692
Profanity0.016411226
Threat0.0067834044
Severe Toxicity0.0025367737
Low Tox 0.10609736 Constructive 0.704 Economic_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later …
Let's be real, about this nation called Canada where real native canadians were "First Nations, Metis & Inuit" they were the ones as Indigenious people who inhabited canada for thousand of years ago & later demographic shift could later be seen during 16th century from European colonization where majority of french and british invaded with consistent colonization & took control of the land, these settlers, along with later European immigrants, seized indigenous land, displaced indigenous communities, and brought diseases that decimated native populations. Long story short now, based on 2021 census data shows native canadian population make up to only 5% of total Canadian population whereas the rest remaining are non-indigenous people of Canada at above 90% are foreign invaders from 16th century who came as an opportunist and occupied everything; same as Indian they came took the opportunity by working hard, contributing to the nation yet, you people here crying, complaining & bragging abt these & that abt Indian's bt let's not forget "Europeans" are the ones who did the dirtiest things characterized by forced assimilation, abusive residential school system, and loss of land. Please explain this from a liberal perspective, how was it fair for Indigenous people of Canada?? compared to Indian Standards.
Identity Attack0.0543092
Insult0.03522326
Profanity0.016069634
Threat0.007417747
Severe Toxicity0.0031089783
Low Tox 0.103494145 Constructive 0.683 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be …
I welcome diversity in Canada but people here illegally and breaking laws (usually against their own community) should be removed from Canada in an expedited fashion. Special courts and changes to the law may be necessary to expedite removals.
Identity Attack0.048480038
Insult0.02618698
Profanity0.011099464
Threat0.025271246
Severe Toxicity0.0031280518
Low Tox 0.103494145 Constructive 0.656 Policy_Critique
Feb 20, 2026 Canadian immigration officers investigating hundreds …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different …
Culture is a tricky thing. Is it not a known fact that one may not be all that interested in their culture and religion in their country of origin, but once immigrated to a different land, these same people become more attached to their original culture and religion, even more orthodox in their beliefs. They try to recreate what is familar. Why are we surprised most are not assimilating? It takes, for most, many generations. And even then. Immigrants will always, in one way or another affect change in the general culture. Think of different cuisine, the arts, influences on our beliefs, etc. What is a Canadian anyways? One who lives here? Who pays taxes here? How long of roots do you need to have before you are no longer called an immigrant? We have a very large country and from one community to another there is a difference in the culture. Perhaps we need to be clearer on what is in fact our highest Canadian values and communicate them more effectively. I would also like to add that there is suffering in not being able to pass on your culture. Watching your children and grandchildren speaking a different language, not having them understand yours enough for you to enjoy signing traditional songs to, not being able to guide them in your religious beliefs, etc., in the name of them becoming assimilated. I am experiencing these and my roots go back over 400 years on this land.
Identity Attack0.07673789
Insult0.027730936
Profanity0.018734055
Threat0.006861079
Severe Toxicity0.0023174286
Low Tox 0.102626406 Constructive 0.861
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
They seem to be the best Legal Migrant Community to have i guess. Except the Canada to USA Illegaly part, that needs to stop
They seem to be the best Legal Migrant Community to have i guess. Except the Canada to USA Illegaly part, that needs to stop
Identity Attack0.08087392
Insult0.02264188
Profanity0.011628932
Threat0.006809296
Severe Toxicity0.0019741058
Low Tox 0.102192536 Moderate Con 0.353 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was …
I visited Brampton over New Year's 2018. I couldn't believe how huge the Indian community was at the time. The weather was extremely brutal, so we didn't go out much. Everywhere we did go was ALL Indian! I was visiting a friend's family. I remember asking him if there were any cultural conflicts between the immigrants and the Canadians. At the time, it didn't seem to be a problem. Evidently, a lot has changed since then!
Identity Attack0.10221587
Insult0.023995465
Profanity0.014600786
Threat0.0073918556
Severe Toxicity0.002708435
Low Tox 0.09958932 Constructive 0.776
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
I think RocaNews you need to be a little more thoughtful into your questioning. I'm also feeling like it's a little lazy to do this research and not include certain data points with it. Or …
I think RocaNews you need to be a little more thoughtful into your questioning. I'm also feeling like it's a little lazy to do this research and not include certain data points with it. Or to actually create processes/opportunities to get "newcomers" and "long-time residents" to speak together, a division of people that is far more complicated than the division you add to in this documentary. Think about your values and what the goal of this is. Reflect on this before you just go do the same elsewhere. Look at the comments. What are you adding to/contributing to relieving tension within and between communities? What is your overall purpose.
Identity Attack0.0037367835
Insult0.05144889
Profanity0.02126184
Threat0.0066151097
Severe Toxicity0.0014019012
Low Tox 0.09872158 Constructive 0.733 Meta_Commentary
Jan 22, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just …
You should come to Portland OR and Vancouver WA, Seattle area too - compare and contrast these communities to the Russians that moved here in the 90s. Still only one generation, but very assimilated, just with old foods and some customs of the old land. Like Germans, Scandinavians, English, Scottish, Polish, Italians, French immigrants. 2nd gen is already thoroughly Americanized. By 3rd generation, impossible to tell the difference. We do tend to be much more conservative, very Protestant actually in the PNW. Ilya Malinin, a memeber of our US figure skating team, is ethnically Russian. Looks like a Russian, but Russians look very American generally. Many such cases. And then the Mexis, Somalis, Indians... Even the fresh Ukrainians are a little uh... but I think at least the Ukies will adapt quickly
Identity Attack0.06249457
Insult0.030044744
Profanity0.016616182
Threat0.0069646453
Severe Toxicity0.0025177002
Low Tox 0.09872158 Constructive 0.79 Comparative_Framing
Feb 25, 2026 Inside Canada's Indian Invasion...
Pls do the Chinese community in NY
Pls do the Chinese community in NY
Identity Attack0.07425626
Insult0.016632931
Profanity0.025907494
Threat0.012440704
Severe Toxicity0.0041389465
Low Tox 0.09655223 Moderate Con 0.427 Call_To_Action
Jan 27, 2026 Inside Canada's Indian Invasion...
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Identity Attack0.06704199
Insult0.02425329
Profanity0.027137227
Threat0.00967031
Severe Toxicity0.0031280518
Low Tox 0.09568449 Constructive 0.672 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
How can you not have an answer? Your communities and country is enhanced through immigration. Just as it was when you and your (most likely) British ancestors arrived there. Ask yourself.... is this about immigration …
How can you not have an answer? Your communities and country is enhanced through immigration. Just as it was when you and your (most likely) British ancestors arrived there. Ask yourself.... is this about immigration or colour? I think the latter.
Identity Attack0.05612817
Insult0.019999169
Profanity0.011628932
Threat0.006194372
Severe Toxicity0.0018978119
Low Tox 0.09481675 Constructive 0.667 Moral_Argument
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared …
at the first temple, the sikh elder chooses his words carefully. he speaks of “immigrants” and “humans,” not pointing to his own background. his choice of language feels open, as if belonging is something shared by everyone. at the next temple, the hindu man talks about how it feels just like his hometown. the difference is telling: one way of speaking makes the community feel wide and inclusive, the other makes it feel narrow and personal. it leaves you wondering when we recreate only one person’s hometown, what happens to ours?
Identity Attack0.062039822
Insult0.029163294
Profanity0.018324144
Threat0.007909686
Severe Toxicity0.002412796
Low Tox 0.09394901 Constructive 0.646
Sep 19, 2025 18 likes Inside Canada's Indian Metropolis (Brampton)
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect …
What I noticed in this video is the people from Indian community respects and helped the interviewer as their own and heard no negative nonsense. Hope we can all live together in harmony and respect each other with no hate.
Identity Attack0.036878675
Insult0.027605021
Profanity0.053435806
Threat0.008181547
Severe Toxicity0.0023555756
Low Tox 0.09351514 Constructive 0.768 Solidarity
Nov 27, 2025 78 likes Inside Canada's Indian Metropolis (Brampton)
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose …
Indians make up just 5.1% of Canada’s population according to 2021 census, can someone explain how can this overpower other communities, yet we’re often the easiest target for blame. Instead of taking responsibility, some choose to point fingers. Behind every smile is struggle, loneliness, and silent battles but we still wake up every day and work twice as hard without complaining
Identity Attack0.06613251
Insult0.02373764
Profanity0.011253181
Threat0.0064532873
Severe Toxicity0.0016593933
Low Tox 0.09308127 Constructive 0.672 Moral_Argument
Feb 17, 2026 Inside Canada's Indian Invasion...
Also Church turned into Mosque for Pakistani, Afghans, and Middle Eastern communities.
Also Church turned into Mosque for Pakistani, Afghans, and Middle Eastern communities.
Identity Attack0.10221587
Insult0.020837102
Profanity0.015386449
Threat0.0073789097
Severe Toxicity0.0025749207
Low Tox 0.091913216 Low Con 0.256
Sep 25, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. …
I understand. Cause you guys were living in an authentic cultures since young schools work everything. But now. And Trump said like he bought Canada 51 States. Maybe it's a solution. I have no idea. Unless there's a leader in your country exactly expertised capitalism and figures that way a new economic model which determines a soul of New Canada? And that extremely justice a fair communication English profiles in Canadian community which everyone loves and accepts in conditions every races old residents new immigrants feel that comfortable no one argues about.
Identity Attack0.020781586
Insult0.035443626
Profanity0.016821137
Threat0.006757513
Severe Toxicity0.0021839142
Low Tox 0.09033044 Constructive 0.712 Comparative_Framing
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
I have experienced this firsthand. A few years ago, i visited Kingston (Near Toronto) to visit my indian friend. I met a lot of indian-canadians over there. They basically have their own community. To clarify, …
I have experienced this firsthand. A few years ago, i visited Kingston (Near Toronto) to visit my indian friend. I met a lot of indian-canadians over there. They basically have their own community. To clarify, I'm not from Ontario. I live in a small town up north, so i dont reguarly see immigrants/people from different ethnic backgrounds.
Identity Attack0.10221587
Insult0.019419061
Profanity0.013678487
Threat0.006420923
Severe Toxicity0.0018119812
Low Tox 0.08874765 Constructive 0.773 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler, I was very interested in the topic of volunteer firefighters in your video about New York related to the Jewish community. I hope that someday I can come to Chile and film firefighters, myself …
Tyler, I was very interested in the topic of volunteer firefighters in your video about New York related to the Jewish community. I hope that someday I can come to Chile and film firefighters, myself included. We are volunteers, meaning it's not a job as such; we don't receive a salary or anything like that. We only focus on our vocation and sacrifice.
Identity Attack0.06704199
Insult0.01767874
Profanity0.023994578
Threat0.01187109
Severe Toxicity0.0036811829
Low Tox 0.08716487 Constructive 0.806 Personal_Narrative
Feb 25, 2026 Inside Canada's Indian Invasion...
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in …
IMO the big thing is that more housing and infrastructure need to be built to keep pace with people in an area - as housing standards are being violated - like 8 people living in an apartment is just extreme even for student housing. The crime rate dropped off massively we need to be careful about it increasing however more people equals more crime but equal or lower per capita crime rate. Poverty is always going to be poverty. The poverty issue is made worse because chornically unemployed pepole have seen their supports not keep up with inflation to the point its basically impossible to get housing on social safety net payments. This means that unemployed people basically end up homeless now. 7 m² per person for rooms with four or more occupants aged 18 or older. People should not just be packed into buildings that violate legal space and housing standards. The whole community IS government not a religious organization. This really frustrates me because the government should be insuring those standards are met not privatization of humanitarianism. Government should be humanitarian.
Identity Attack0.00984143
Insult0.033901088
Profanity0.021876704
Threat0.007935578
Severe Toxicity0.002336502
Low Tox 0.08716487 Constructive 0.802
Sep 29, 2025 Inside Canada's Indian Metropolis (Brampton)
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It …
The elephant in the room is the fact that the majority of immigrants come from one country. As someone who proudly escaped Canada I understand the difficulties of adapting and integrating into another culture. It is difficult and it would be far easier if there were just so many Canadians here that none of us have to adapt or learn a new language but could simply live in an insular community of Canadians and transplant our own culture here. When I go back to Canada I see that that is exactly what has happened there.
Identity Attack0.04564415
Insult0.030595649
Profanity0.01579636
Threat0.006097279
Severe Toxicity0.0020599365
Low Tox 0.08637348 Constructive 0.757 Personal_Narrative
Feb 17, 2026 13 likes LILLEY UNLEASHED: The fall of …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at friends dinners and other different friends houses and attending eastern-themed event from all different parts of the East. There was so much to learn just in my own country from other people from other countries it was fascinating !!! I got to take part in different ceremonies and watch different people celebrate the same sort idea about something in much different ways, I loved it. I learned at least half of my best exterior Plastering tricks from people that had thick accents from all over the East and I'm better plasterer because of it. I learned cooking recipes in the kitchen that I probably never would have stumbled across randomly. I was shown in person all the nuances to certain ways different cultures cooked - like how amazing is that!! There are maybe only a few tricks that I was able to show in return but I always tried to do my best ! The amount of community an alternate types of activities or interesting festivals that without multiculturalism would not even exist . When I was young everybody new integrated into the neighborhood unit first got to know the neighbourhood we're introduced the community center and then obviously people have their own separate areas that they prefer. We first became one, one by one, and meet each other and try to have some fun together that's the whole point! Community or block parties when I was a kid had all of our parents looks like representatives from different countries, that's the way it used to be anyway.... where did it all go? I stopped seeing this type of beautiful multi-ethnic Harmony roughly 10 years ago. Not only that when I try to be a part of new things I am literally turned away or shunned in some weird way I don't know why... I can't even believe how I'm treated.
Identity Attack0.037394293
Insult0.024640027
Profanity0.023106437
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.083999306 Constructive 0.852
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We handed over immigration policy to community colleges
We handed over immigration policy to community colleges
Identity Attack0.044870727
Insult0.015720926
Profanity0.016479544
Threat0.008531082
Severe Toxicity0.0022411346
Low Tox 0.083999306 Low Con 0.285 Policy_Critique
Jul 10, 2025 1 likes How Canada broke its immigration …
It seems to me that Canada's basic ideology and identity revolves around $$$$. Much if that is heavy industry and services which cater to the needs of such industries. Family, faith, community, children, are way, …
It seems to me that Canada's basic ideology and identity revolves around $$$$. Much if that is heavy industry and services which cater to the needs of such industries. Family, faith, community, children, are way, way diwn on the list of priorities. Canada has what it fed. Quit complaining. 😢
Identity Attack0.018168874
Insult0.03257891
Profanity0.011526455
Threat0.006537435
Severe Toxicity0.0014019012
Low Tox 0.08320791 Moderate Con 0.497 Identity_Assertion
Mar 1, 2026 1 likes LILLEY UNLEASHED: The fall of …
Everyone in Ontario knows Brampton is a large Indian community . I don't get the problem . They can have that.
Everyone in Ontario knows Brampton is a large Indian community . I don't get the problem . They can have that.
Identity Attack0.08087392
Insult0.019225692
Profanity0.013951761
Threat0.006537435
Severe Toxicity0.0020122528
Low Tox 0.08320791 Constructive 0.583 Comparative_Framing
Jan 29, 2026 Inside Canada's Indian Invasion...

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.