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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: "Pakistan is NOT a country …" 45 comments · Page 2 of 2
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 …
If they didn’t want Indians to be in their country, then probably the British, French and Portuguese shouldn’t have forced their way into India. Especially Britain, stealing around £38 Trillion from India. Actions have reactions.😂😂😂😂 And if people want to UNDERSTAND why people from mostly Punjab move to Canada, they need to learn history. The short version is - Sikh Regiment, business in the 19th and 20th century. For a longer version why the migration exploded in the late 20th and 21st century, the seeds were sown back in the early 20th century - Brits favouring a handful of Khalistanis to weaken Indian National movement before Indian Independence (read Sanjiv Sanyal’s book - “Revolutionaries”) and keep the Jewel (India) in the crown. Post the assassination of Indian PM Indira Gandhi by the Khalistani Terrorists (concentrated in Punjab) in 1984 and the Indian government crackdown on them - many found refuge in Canada aided by Pakistan’s Intelligence Service Agency and off course the USA and Canada 🫡🫡🫡 Indian government repeatedly pleaded the West to hand over the terrorists but surprise surprise, the West wants to use these elements to keep India in check and support its ally Pakistan. Fast forward, Khalistani sympathisers (Khalistan was a violent separatist movement in Punjab)find their refuge in Canada. Their relatives move in shortly and encourage others from Punjab to do so. Why ?? To build the base for Khalistan movement in Canada against India (all this being supported by the West while India cries its lungs out) 😢😢😢. Canada becomes a mini Punjab for the Khalistani terrorists/sympathisers. The Punjabi culture takes root courtesy of the Khalistanis - brings in more migration. Fast forward to today, the movement is now a tsunami with people from Punjab moving in large numbers. Why ? Because of the Khalistan movement, Punjab got destroyed economically (it was the richest state in India) as a result people are forced to move out. And the best place is their second Punjabi 🫣🫣 ie. Khalistani homeland Canada.
Identity Attack0.2816105
Insult0.12521741
Profanity0.026590679
Threat0.0091524795
Severe Toxicity0.008621216
Low Tox 0.26859093 Constructive 0.685 Comparative_Framing
Feb 11, 2026 4 likes Inside Canada's Indian Invasion...
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those …
I agree with over percent with what the white women said at th e beginning.. The part that she actually does have to hear and accept is the truth..Her ancestors were and are colonizers, those are basic truths.. But the Government must turn the taps down on immigration right away, it is totally out of control.. Things are at the point where no one Zero more immigrants from India and Pakistan should be allowed to enter the country, for at least the next few years , until the government can get a true handle on things.. I really don't think the government officials have any idea of the pace at which Canada is rapidly changing.. It is mind boggling the rapid changes and that's from every single nook and cranny of this once beautiful country you will see new immigrants.. There are places i went to as a child with my folks, where you would never have seen nothing but white people, maybe a few native people, a couple of black and oriental folks and that was it.. Now there are car loads of east Indians running around some actually living in those communities.. I am not a racist person, but that's my own observation on the ground.. I think every single Canadian in this country would have the exact reaction..
Identity Attack0.2964622
Insult0.086852804
Profanity0.07643871
Threat0.019746035
Severe Toxicity0.012833111
Low Tox 0.2667042 Constructive 0.822
Aug 25, 2025 Why Canadians Are Turning Against …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t …
Just asking how the indigenous people felt as a minority because of influx in f Europeans. And how does the Pakistan people assimilate by wearing hijab and demanding halal at every food joint. I don’t support illegal immigration of India or Africans. I don’t want to pay for people’s hotel room who came here on fake refugee status. But we shouldn’t only target only one community. Please check which community has more kids for ccb and comes as asylum to every western country. And the Indian students who came probably didn’t get a chance in Indian colleges.
Identity Attack0.316
Insult0.082619295
Profanity0.036401358
Threat0.00967031
Severe Toxicity0.011138916
Low Tox 0.25727063 Constructive 0.718
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
We are neighbors of India and all neighboring countries are suffering since 1757 when hindus brought down the richest kingdom on earth and tookover the empire and the indian hindus helped the british as collaborators …
We are neighbors of India and all neighboring countries are suffering since 1757 when hindus brought down the richest kingdom on earth and tookover the empire and the indian hindus helped the british as collaborators to replaced the bengal king and British occupied another 190 years. They are waging wars with the neighbors, but in 1962 chinese beat them badly, so they are not fighting with the chinese, but still fighting with Pakistan, Kashimiris , Bangladesh, Nepal, Srilanka, Maldives and all neighbors hate india.
Identity Attack0.28622448
Insult0.13064787
Profanity0.08840031
Threat0.061412923
Severe Toxicity0.015415368
Low Tox 0.25462922 Constructive 0.541 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
This is the scary truth. We Canadians are being purposefully victimized and our rights as citizens has been eroded since the last 5 years. Trudeau, and now Carney, is bringing in more immigrants than the …
This is the scary truth. We Canadians are being purposefully victimized and our rights as citizens has been eroded since the last 5 years. Trudeau, and now Carney, is bringing in more immigrants than the country can handle. They are illegally driving transports causing more accidents on the roads ever. Our restaurants are primarily from India and Pakistan. Some Indian people are here on school visas or work permits and are wonderful people and speak perfect English. They are welcome. They are Christians and nice and courteous. But there seems to be a disconnect between immigrants who come here thinking bc they are moslem they are superior and do not need to follow Cdn laws language and culture. We don't want them praying in the streets on their rugs disrupting the city. We have churches and they have mosques. They will NOT takeover our country in spite of Carney. Carney and the Liberals needs to be kicked out of office. Deport the illegals and stop immigration NOW!
Identity Attack0.28034934
Insult0.13064787
Profanity0.02208166
Threat0.009385503
Severe Toxicity0.009117126
Low Tox 0.25462922 Constructive 0.683
Aug 25, 2025 Why Canadians Are Turning Against …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought …
I'm a Canadian, I was born here, who knows what generation Canadian I am - my ancestors were here long before Canada was a country, later they fought for the British (one naughty son fought for the "rebels" americans and was in jail for 5 years), the monarchy granted them 100 acres in the Niagara region which was farmed by a line of my family until the 1980s when the last of that direct line sold which is tragic. blah blah - Canadian. ANYWAY - I love other people, other cultures, every immigrant that spoke in this video I welcome with open arms, would befriend, share a meal with etc. I grew up working with many people from Pakistan and India who were escaping really scary situations, worked their butts off to be part of this country, learn the language, save for a home - live a safe and happy life. Whether you're a first or 50th generation Canadian - you come here and you adapt to our wonderful way - you're a freaking Canadian. That's not happening right now. Like the video said, it's a math problem. One of my largest concerns is that now all these wonderful Canadians who have been here for a long ass time, worked their butts off to be part of the family will now be subject to violence, harassment and racist comments because this population bomb has misrepresented their intentions entirely.
Identity Attack0.14233272
Insult0.16551061
Profanity0.05017922
Threat0.008401625
Severe Toxicity0.007896423
Low Tox 0.24924077 Constructive 0.806 Solidarity
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most …
I'll lay it out for you: Me: typical middle of the road liberal oriented Canadian. Non white, immigrant (I wasnt born here) I worked in a Refugee housing for over 4 years in Ontario. Most were not war areas refugees (Yes I know there are other types of refugees). I only encountered few refugees from war areas. ONLY 1 person from Iraq, about 2 families were from Afghanistan, 1 couple from Pakistan(I doubt they were real refugees they spoke fluent English, maybe political refugee), and a most from African countries. Its too far for real refugees to get here. Its Easier for them to go to other countries nearby or Europe. MOST SEEM TO BE ECONOMIC REFUGEES. Most were coming from Africa. Some are coming from Latin America, which shouldn't be happening. Once they showed up at our doorstep and we processed them into the system, they were immediately in the same class as a Canadian resident homeless person if they were making a refugee claim. We get money to house and feed them (from the government), and they are given a stipend for basics from the government processed through the Social Assistance/ Welfare system (they get less than a resident/citizen I think.). They then have to get their case processed by the refugee board, and most seem to get in. I've only heard of few getting sent back. One person I know at our facility, was given a subsided social housing apartment after a year in our facility. So they went straight from a shelter to a government/city owned subsidized apartment. (Didn't seem like it was a issue for the housing worker...they didn't report it (if they were not the ones that helped the person to get it), they were white, the housed person was Latin. This refugee claimant, and then month or two new Canadian resident person was given an apartment in a prime area of the city, instead of the 1000's of Canadians, those who came before them, and born Canadian citizens on an extremely long waiting list. How this was allowed to happen I don't know. The person was probably sucking on someone's straw. I'm just trying to think the barriers these people have to go through to get a job here. We are far removed from the time of the 80's and 90's., and housing and jobs are so hard to get. Lol the "Canadian government asks them to repay the traveling cost to Canada if they are sent back"....I wonder how much the government recoups?.....more like 0 probably. What a bunch of crap. How do you demand someone to repay their flight cost when they get back to their country?
Identity Attack0.2783691
Insult0.09124154
Profanity0.027137227
Threat0.0089712385
Severe Toxicity0.007858276
Low Tox 0.24603334 Constructive 0.81
May 24, 2018 9 likes How much do refugees and …
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That …
I worked with the liberals in 2017 and this was orchestrated. Trudeau plan 400 was the name of it and he claimed it was to build relationships with india and Pakistan for free trade. That was a lie....... Trudeau's libs were financially strapped when ndp and conservatives dominated the previous election. Trudeau got funding in the hundreds of millions by Indian investors in return the liberals configured the laws so these investors could make payday off all the Indians. Fake schools were huge, and trapped these indians into ridiculous housing arrangements. Then the liberals went too far by creating ridiculous visas for indiand for them to enter Canada like the nanny Visa called something else but they can take care of their own healthy family just to enter the country. Student visas allowed to work which turns into full time employment at liberal party hotspots like tim hortons and Amazon. They hire only Indians because the government pays half there salary Racism is extremely high and many communities have boycotted indian run establishments like in mine 2 groups went out of biz. It's a mess but Indians will slowly deteriorate. Will take time.
Identity Attack0.109318495
Insult0.16751462
Profanity0.025087673
Threat0.008945347
Severe Toxicity0.0049972534
Low Tox 0.23739935 Constructive 0.63 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
The Canadian government is part of the British empire. Same with India and Pakistan. The British are flooding Canada with immigrants from India and Punjabi to invade America. The British are trying to take back …
The Canadian government is part of the British empire. Same with India and Pakistan. The British are flooding Canada with immigrants from India and Punjabi to invade America. The British are trying to take back America. Look up all the British colonies and controlled land. All the countries at war and all the illegal immigrants come from British colonies.
Identity Attack0.18705739
Insult0.056719027
Profanity0.013371054
Threat0.008582866
Severe Toxicity0.0038909912
Low Tox 0.18269104 Moderate Con 0.36
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Pakistan is NOT a country Canada would like to emulate. Nice puff piece, was it sponsored by Al-Jaz?
Pakistan is NOT a country Canada would like to emulate. Nice puff piece, was it sponsored by Al-Jaz?
Identity Attack0.16993292
Insult0.061626412
Profanity0.016821137
Threat0.007081157
Severe Toxicity0.004711151
Low Tox 0.18079062 Low Con 0.23 Comparative_Framing
Sep 24, 2025 Inside Canada's Indian Metropolis (Brampton)
I work in the secondhand clothing business, and I will say that some things are quite shocking. I’ve met people who are from India and Pakistan who have been in the country for 40 years …
I work in the secondhand clothing business, and I will say that some things are quite shocking. I’ve met people who are from India and Pakistan who have been in the country for 40 years and do not know any English whatsoever. It worries me and that worries me because it means that woman, especially within that culture have no idea what the human rights are and have seen many abuses because of that.
Identity Attack0.17226285
Insult0.03885912
Profanity0.027683776
Threat0.00899713
Severe Toxicity0.0037002563
Low Tox 0.15711457 Constructive 0.743
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have …
In a matriarchy country known as Canada, tall women rule eastern Canada especially Ontario. They hold many team lead to middle and even upper management positions. In this part of Canada, India and Pakistan have taken over. Thanks brother
Identity Attack0.11976352
Insult0.04207976
Profanity0.014225035
Threat0.007029374
Severe Toxicity0.00333786
Low Tox 0.14950264 Constructive 0.542
Aug 24, 2025 8 likes Why Canadians Are Turning Against …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in …
then explain how we are literally the most successful group in the west especially in the US? Also tell that to Kash Patel, Vivek Ramaswamy and the numerous Indian CEOs all over America. Indians in the UK USA Australia according to govt stats themselves have the highest income per capita, tax contribution per capita lowest crime rate and highest education levels (in the USA it is measured by standardized test scores like avg SAT scores and % of population with college degrees). This is a proven fact based on the figures no other community/demographic is as law abidding and successful as Indians in every single western country. Indians are CEOs of major tech firms like microsoft google adobe ibm etc yet you won't mention that cause it goes against your agenda. The most successful demographic in the west (US UK Canada) are Indians. Highest income per capita, highest education levels and lowest cmre rates. When Indians move into a neighborhood property prices rise. This isn't creating chaos as this kid claims as Indians assimilate pay taxes have extremely low crmre rates and also the highest tax and income contribution per capita. Instead of making videos constantly deriding Indians why don't you point out the fact street harrassers across western europe targeting women are almost all Muslims from Afghanistan, Pakistan etc. Most pdfile groomong gongs in the UK are comprised of pakistani abdools. They have been operating in every town and city since the 60s. This youtuber probably doesn't even know who Tommy Robinson is
Identity Attack0.061130337
Insult0.04852104
Profanity0.025907494
Threat0.008712323
Severe Toxicity0.0037956238
Low Tox 0.112850055 Constructive 0.726 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Around the world all the health systems is free for human being ,like India,Pakistan,Tajikistan,Afghanistan,turkey,Tajikistan, many more for all human being live in thier countries health systems is free for them only drugs is not free …
Around the world all the health systems is free for human being ,like India,Pakistan,Tajikistan,Afghanistan,turkey,Tajikistan, many more for all human being live in thier countries health systems is free for them only drugs is not free they can buy ,this is respect human right not money
Identity Attack0.0543092
Insult0.030485468
Profanity0.017162729
Threat0.007624879
Severe Toxicity0.0032806396
Low Tox 0.09958932 Moderate Con 0.47 Comparative_Framing
Feb 24, 2026 'We do know that there's …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the …
Indian spirituality penetrated western thinking in the 1960s and that was followed by cuisine from India, Pakistan, Bangladesh, Nepal etc. So generally people in the US, Canada, UK, Australia, etc have welcomed people from the Indian sub-continent. Obviously immigration whether from India or another country needs to be moderated in order to give the immigrants time to adapt to the Canadian way of life
Identity Attack0.09162762
Insult0.02193286
Profanity0.013951761
Threat0.006479179
Severe Toxicity0.0021266937
Low Tox 0.091913216 Constructive 0.623 Comparative_Framing
Oct 3, 2025 Inside Canada's Indian Metropolis (Brampton)
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which …
Can thank Trudeau for the immigration mess we are in. Between 2015 to 2024, Canada took in just over 3 million immigrants. This does not include temporary foreign workers and international students both of which saw a significant increase especially after mid-2022. About over one quarter of the new immigrants are from India and Pakistan. This likely explains how Brampton became the fastest growing city in Canada (ninth most populous municipality in Canada) and the third largest city in Ontario surpassing Mississauga at the start of 2025 behind Toronto and Ottawa. Trudeau preached immigration diversity but this is not diversity when over a quarter came from 2 countries.
Identity Attack0.04177703
Insult0.030926194
Profanity0.01220964
Threat0.0066280556
Severe Toxicity0.0019359589
Low Tox 0.09112182 Constructive 0.635 Policy_Critique
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
As an immigrant, I came to this country many years ago because I share the Canadian values. If I would like to live in India, Syria, Pakistan (no offense), I would immigrate there.
Identity Attack0.038425524
Insult0.013402912
Profanity0.013029462
Threat0.0071199946
Severe Toxicity0.0016307831
Low Tox 0.045873325 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Fun Fact - Punjab exists in both India and Pakistan, so People saying that they're from Punjab is a good cover to not say which country they're from.
Identity Attack0.026408968
Insult0.013592913
Profanity0.016137952
Threat0.00704232
Severe Toxicity0.0012588501
Low Tox 0.03592727 Moderate Con 0.436 Unverified_Claim
Jan 27, 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.