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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 #}

Comment Explorer

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Active: "this is so bad all …" 741 comments · Page 14 of 30
tbh, i think Canada shows how bad policy and immigrants would ruin a developed country. Canada doesnt have too much population and that makes it more vulnerable. soon one day if i want to experience …
tbh, i think Canada shows how bad policy and immigrants would ruin a developed country. Canada doesnt have too much population and that makes it more vulnerable. soon one day if i want to experience Indian culture, i could just visit Canada😂😂😂
Identity Attack0.38223284
Insult0.16053712
Profanity0.03339528
Threat0.0097738765
Severe Toxicity0.011749268
Moderate 0.3302291 Moderate Con 0.397
Jun 19, 2025 How Canada broke its immigration …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged …
Personally as an Indian, I really feel bad about it. Unfortunately, we DO go to other countries for a chance at better life and dignity, but a lot us Indians then start to feel privileged and entitled and do not adapt to the culture of the country they are in, and force their own cultures and individual beliefs. This sucks, especially as a young guy who dreams of living in other countries, while respecting their cultures and planning to adapt to them. Even in India too, we don't really pay much taxes since we know its gonna go into corruption anyway, so the Immigrant residents in Brampton may have carried forward that practice as their habit. This gets a lot of us good folks, generalized for no reason too, Although, I do understand the anti-Indian sentiments foreigners have towards us, but again.. not every Indian are like that, since it has also been pointed out by few others. Although, I AM genuinely sorry for the problems Canadians might be facing in Brampton right now
Identity Attack0.2846865
Insult0.19225755
Profanity0.33023968
Threat0.01187109
Severe Toxicity0.019998873
Moderate 0.32919475 Constructive 0.851
Dec 9, 2025 Inside Canada's Indian Metropolis (Brampton)
I love watching the Indians laugh and say everyone's driving is bad, not knowing they themselves are the problem 😂
I love watching the Indians laugh and say everyone's driving is bad, not knowing they themselves are the problem 😂
Identity Attack0.37082586
Insult0.1469393
Profanity0.089370176
Threat0.013631714
Severe Toxicity0.015609037
Moderate 0.3281604 Low Con 0.297 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples …
bro to be honest with u as an Indian most of them even don't know what is civic sense , if u go to Delhi u see more horrible roads and worst bad driving peoples and also they export that culture across the globe.
Identity Attack0.36733335
Insult0.2679134
Profanity0.10735235
Threat0.023371955
Severe Toxicity0.019095084
Moderate 0.3281604 Constructive 0.504 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
To be honest bad drivers are everywhere and will never change lmao
To be honest bad drivers are everywhere and will never change lmao
Identity Attack0.025404079
Insult0.23237456
Profanity0.10920923
Threat0.00899713
Severe Toxicity0.009918213
Moderate 0.3266089 Low Con 0.297 Humor_Satire
Feb 3, 2026 2 likes Inside Canada's Indian Invasion...
Never met a bad indian .. cannot comment on hygiene they always seem clean espeially shikh.. but its the attitude they have never directed hatred towards me just want to make money and dont attack …
Never met a bad indian .. cannot comment on hygiene they always seem clean espeially shikh.. but its the attitude they have never directed hatred towards me just want to make money and dont attack other religions
Identity Attack0.36702603
Insult0.2469859
Profanity0.10301965
Threat0.022335978
Severe Toxicity0.02116089
Moderate 0.3266089 Constructive 0.664 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
You don't worry if Indian food tastes bad, you worry if the food is bad. As in food poisoning. Mainly because Indian personal hygiene is non existent.
You don't worry if Indian food tastes bad, you worry if the food is bad. As in food poisoning. Mainly because Indian personal hygiene is non existent.
Identity Attack0.37361985
Insult0.15698463
Profanity0.06495911
Threat0.008686432
Severe Toxicity0.013285006
Moderate 0.3260917 Moderate Con 0.424 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their …
Now i dont mean to incite violence, but @1:39 this phrase makes a guy do some thinking. Something something, one bad apple to ruin the bunch... Something something, they would have us beheaded in their country... Something something, they despise us for not accepting their fake god... I dont mean to say there is a limit the people can take before they start opposing those protests and riots in the streets. but as Somebody who has never had or wanted to have a hateful bone in my body. Why do these cultists spark so much (and it pains me to even say this but) hatred in me.
Identity Attack0.17226285
Insult0.24835461
Profanity0.21781154
Threat0.13178273
Severe Toxicity0.01935331
Moderate 0.3260917 Constructive 0.624 Fear_Threat
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc …
dude canada is country of canadians and why are they not deporting indians! as an indian I can say set a limit or atleast take some tests like driving, spoken english and civic sense etc before letting them settle. It is your country do something otherwise this is bad!
Identity Attack0.3758158
Insult0.15982662
Profanity0.02932342
Threat0.0138755
Severe Toxicity0.01159668
Moderate 0.32557452 Moderate Con 0.495 Policy_Critique
Jan 29, 2026 Inside Canada's Indian Invasion...
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
ask them and they say they are sikh not indian but if something bad happen they become suddenly indian
Identity Attack0.38238457
Insult0.13607834
Profanity0.11601777
Threat0.047835086
Severe Toxicity0.01986976
Moderate 0.32557452 Low Con 0.265 Identity_Assertion
Nov 21, 2025 Inside Canada's Indian Metropolis (Brampton)
Don't call yourself a journalist, and this video is not a pure journalism. You are just finding the bad things about Indians.
Don't call yourself a journalist, and this video is not a pure journalism. You are just finding the bad things about Indians.
Identity Attack0.31015682
Insult0.11978693
Profanity0.07449899
Threat0.009411395
Severe Toxicity0.010223389
Moderate 0.3250515 Moderate Con 0.332 Meta_Commentary
Jan 29, 2026 Inside Canada's Indian Invasion...
This is bad journalism. The amount of blatant racism and unchecked misinformation in the first 2 minutes is WILD.
This is bad journalism. The amount of blatant racism and unchecked misinformation in the first 2 minutes is WILD.
Identity Attack0.06476828
Insult0.25800487
Profanity0.023584666
Threat0.0076507707
Severe Toxicity0.0064468384
Moderate 0.3250515 Low Con 0.173
Sep 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
This video is very sugar-coated - it's kinda bad, ngl I feel like my city lost its tradition and fell further to poverty, and it's so so so hard to get employed
Identity Attack0.030433474
Insult0.0836065
Profanity0.14930901
Threat0.0097738765
Severe Toxicity0.014898917
Moderate 0.3250515 Constructive 0.628 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Seems like most people like them, tbh I have no issue with indians but I would much rather have them in India and develop India, they need them badly
Identity Attack0.3758158
Insult0.16053712
Profanity0.15107171
Threat0.030623792
Severe Toxicity0.018449519
Moderate 0.3245134 Moderate Con 0.462 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
You know it's bad when even the Indians themselves complain
You know it's bad when even the Indians themselves complain
Identity Attack0.3817989
Insult0.110259406
Profanity0.11539881
Threat0.010783645
Severe Toxicity0.012435913
Moderate 0.3245134 Low Con 0.212 Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Oh western capitalism, bad Russians Bad Chinese but Good Americans Good Europe.Now see what happened. Beautiful democracy huh.
Oh western capitalism, bad Russians Bad Chinese but Good Americans Good Europe.Now see what happened. Beautiful democracy huh.
Identity Attack0.37152436
Insult0.1669316
Profanity0.049177196
Threat0.008466354
Severe Toxicity0.012962224
Moderate 0.3245134 Low Con 0.161 Comparative_Framing
Oct 8, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New …
I think the driving in Canada and the United States has gotten crazy because of the massive amounts of immigrants that are pouring into the countries. I live in a small town in upstate New York and it’s gotten so bad to drive here. It is outrageous. We also have a extremely diverse community. Looks like a Third World country where I live no joke.
Identity Attack0.29035977
Insult0.25205973
Profanity0.06946823
Threat0.007857903
Severe Toxicity0.01083374
Moderate 0.32397532 Constructive 0.563 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Its crazy too because 10 years ago we loved immigrants when it was done properly and a an acceptable rate. Now actual indians are getting a bad rep
Its crazy too because 10 years ago we loved immigrants when it was done properly and a an acceptable rate. Now actual indians are getting a bad rep
Identity Attack0.36702603
Insult0.1798321
Profanity0.16031636
Threat0.009592636
Severe Toxicity0.0128976675
Moderate 0.32236105 Moderate Con 0.482 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
There are 54 countries on the continent of Africa to make a statement like that is very disappointing. There are bad people in all ethnicities💁🏽‍♀️
There are 54 countries on the continent of Africa to make a statement like that is very disappointing. There are bad people in all ethnicities💁🏽‍♀️
Identity Attack0.33352965
Insult0.16809943
Profanity0.07967158
Threat0.008246276
Severe Toxicity0.010070801
Moderate 0.32182294 Moderate Con 0.458
Jan 27, 2026 Inside Canada's Indian Invasion...
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Its the same everywhere in Canada! But Browntown (Brampton) is probably the worst! Even my Indian buddies think its bad!
Identity Attack0.32184324
Insult0.16890354
Profanity0.053435806
Threat0.0082074385
Severe Toxicity0.009307861
Moderate 0.32128486 Constructive 0.558 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
and of course an immigrant from poland talking bad about immigrants 🤦‍♂
and of course an immigrant from poland talking bad about immigrants 🤦‍♂
Identity Attack0.36702603
Insult0.14512913
Profanity0.03690237
Threat0.007793174
Severe Toxicity0.008201599
Moderate 0.32128486 Low Con 0.189
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
20:05 some real breaking bad el Camino shit going on here dude 😂😅
20:05 some real breaking bad el Camino shit going on here dude 😂😅
Identity Attack0.0051797
Insult0.12521741
Profanity0.48510036
Threat0.00713294
Severe Toxicity0.009918213
Moderate 0.32128486 Low Con 0.287
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
nah bro really came to the city lmaoo the invasion is pretty bad icl
nah bro really came to the city lmaoo the invasion is pretty bad icl
Identity Attack0.105256535
Insult0.08484049
Profanity0.18909787
Threat0.014048163
Severe Toxicity0.018707745
Moderate 0.32128486 Moderate Con 0.306 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS …
This mass immigration is deliberate and if you follow global politics you will see this isn’t just happening in Canada. It’s happening in the UK FRANCE GERMANY IRELAND SCOTLAND AUSTRALIA NEW ZEALAND POLAND HUNGARY BRUSSELS SPAIN ITALY PORTUGAL some of the above nations have woken up and have said enough. Both Poland and Hungary have said enough. Now the EU is calling them racists. It’s all Indian or Muslim immigration. They don’t immigrate for a better life it’s to take over and it’s millions of fighting g age men too. Our countries are setting up for award, civil wars. France just issued a memo to hospitals to get ready for military mass casualties that will start within 12 months from now. These globalists have been planning this great reset and new world order for many decades. I stared investigating these wicked globalists over a decade ago now. I have all evidence and receipts saved. How do you implode a nation, crash an economy, make citizens reliant on govt for everything… why bring in millions of immigrants and put their needs first. You can go to any city or town in Canada now. It’s hard to find a Canadian working. In Canada we have foreign workers programs that allows businesses to hire foreigners and the liberal federal govt pays 1/3 of these foreigners salaries. So of course any business like retail or restaurant’s biggest overhead is labour costs so if they can save like $6.00 an hour on every employee why wouldn’t they opt in for that. I also did a very deep dive into the voters in Canada. At least 4.5 million out of the 8.5 million voted the Carney liberals got in April 2025 were immigrant votes. That’s why Carney and liberals pander to the gigantic Muslim population in Canada. Muslims, Chinese, Indians from India, Ukrainians, Filipinos they all pretty much vote liberal. There weee over 100 Muslim groups that told their Muslim community to only vote for candidates that support Gaza Muslims and Palestinians. How is that not election interference. We know the Chinese directly interfere in our elections by threatening Chinese Canadians to vote liberal or their families in China will be harmed or they will be harmed inside Canada. In June Carney said Muslim values are Canadian values. Either this clown has no idea how radical Islam is or he knows and just panders for votes. Liberal cabinet ministers Anita Anand and Melanie Joly they both openly campaigned saying they must support Palestine because they both have large Muslim populations in their respective ridings. Over half of the liberal voter base is foreign now. I started in 2019 telling the federal conservatives look the liberals are importing new liberal voters. The party needs a strategy to win over the immigrant vote. I proposed hiring a team of individuals from the Muslim community, Chinese community etc to brainstorm on how to get their message across that if your an immigrant your best to vote conservative because the liberals don’t care about them they just want their vote. Show them how they may never own a home, how their kids will be worse off than them. That buy bringing in about 2 million more immigrants a year it is causing inflation and the affordability crisis. I believe if you can show these immigrant communities the truth they may consider voting conservative. Bit of the conservatives refuse to pivot we will never see another federal conservative govt in our lifetimes. It’s not racist it’s the truth. We need a foreign registry act to kick out foreign entities that harass bully and threaten immigrants in Canada to bend the knee or else. If we have 100 Islamic groups telling their community it’s yo only vote one way charge them with election interference. We need electoral reform badly in Canada. We need to end all immigration to Canada for at least 5 years maybe even 10. We need to deport those here illegally. No more fake asylum claims. This country can still be saved but we need immigrants on board to help save it. We need to remove broadcasting licenses of mainstream media networks that lie and bash conservatives. That’s deliberate political interference. It’s time we enforce the law. No more hate speech or hate crimes against any community especially the Jews. Deport these ppl back to Gaza if they are here on visas or revoke their citizenship and send them packing. We need ICE in Canada like they have in America. It’s long over due. If we get a hold of our borders and we stop the drugs we would have a new trade deal with Trump tomorrow. Carney doesn’t want that because it’s all he has to fear monger ppl oh bad Trump me Tarzan me good bad orange man. Haven’t you had enough now Canada? Wake up before it’s too late for anyone to save this country.
Identity Attack0.3802808
Insult0.16766082
Profanity0.035900343
Threat0.011586283
Severe Toxicity0.012833111
Moderate 0.32074678 Constructive 0.679 Unverified_Claim
Sep 10, 2025 Why Canadians Are Turning Against …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints …
First of all, Tyler is a hardworking journalist and I respect that, however a lot of this video was wildly ignorant, from almost everyone involved, including from him. This is cheap views unfortunately. It paints a very bad perspective for all the genuinely hardworking citizens and residents of Indian origins, why not show that side of them too? There’s obviously actual students who come to study and provide for the community while also maintaining their own culture? What’s wrong with that? Besides, what is a Canadian culture if not a mix of immigrants from all around the world? Are white people also not just immigrants to this country or did they magically spawn in this place? They’ve committed ATROCITIES (not just in Canada), yet have the audacity to act like they’re the cleanest ones in the land. While I do agree some Indians do not improve the reputation, most are really kind, helpful and honest people. Perhaps treat everyone like humans for a change instead of using the bad ones as a benchmark. PS, cutting to the ugly streets when someone mentions Punjab is probably the cheapest attention grab, obviously there’s bad streets, ugly roads, gross people everywhere but so are beautiful ones, lovely countryside views, beautiful mountains and most of all, very hardworking and respectful people as well. Your view of Punjab is just NOT the same as the one of the people in the video who view their motherland as a beautiful place. You can portray every place in the world in that light with the wrong perspective, be it New York, Paris, Barcelona, Cairo, Sydney, Rio, London, etc, but it must be nice to get a few more looks at the expense of demeaning others.
Identity Attack0.13591312
Insult0.2817503
Profanity0.10178173
Threat0.009747985
Severe Toxicity0.009994507
Moderate 0.32020867 Constructive 0.821
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.