Skip to content
Canadian Immigration Dashboard [ CID ]
Perspective API

Toxicity Scores & Embeddings

Search and explore comments with their Perspective API toxicity/prosocial scores alongside AI sentiment labels.

Communalytic | Toxicity & prosocial scores, embeddings, and clusters generated via Communalytic (Social Media Lab, Toronto Metropolitan University) using Google's Perspective API.
Toxicity Scored
55,769
9.3% of 596,542 total
Prosocial Scored
54,229
Embeddings
55,418
403 clusters
Avg Tox / Con
0.245 / 0.328

Summary Charts

click to expand

All 13 Dimensions

Score Distribution

Scored: 55,769
Unscored: 596,542 remaining
9.3% complete
{# Expects: explorer_rows, explorer_total, explorer_pages, current_page, page_range, filter_opts, f_q, f_polarity, f_tox_min, f_tox_max, f_sort, f_cluster, f_scope, explorer_reset_url #}

Comment Explorer

Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "I traveled through India in …" 22 comments
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making …
How does that man know that they don't pay taxes? That fool! Fool, India is far from a shit hole. No doubt it has it's poorer sections but did you know that people are making hands over fists in India? California burger for one foreign white owned business. Yes sir,he's earning millions annually selling Mexican food in India. These poor Canadians, rural folk, don't travel, so they have no idea what they are talking about. Sadly.
Identity Attack0.4887047
Insult0.71551245
Profanity0.46222726
Threat0.01254427
Severe Toxicity0.16960317
Toxic 0.73663366 Constructive 0.559 Insult Moral_Argument
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture …
lol ya cuz they come from India where they all drive like crackheads lol nd that’s not racist go watch an India travel video lol it’s obv an adjustment to them but with that culture a lot of them are gunna think the rules out here are ridiculous
Identity Attack0.5485698
Insult0.5130944
Profanity0.36230123
Threat0.025961896
Severe Toxicity0.16960317
Moderate 0.60152835 Low Con 0.3 Identity Attack Insult Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a …
How does someone from India come to America and buy a Mercedes travel van with no plates and get to drive around just fine meanwhile I’m getting pulled over for stopping to early at a stop sign! Our own police let these mfs do whatever they want and steal to high hell
Identity Attack0.46028158
Insult0.47384647
Profanity0.41081807
Threat0.06561559
Severe Toxicity0.14126498
Moderate 0.52139956 Moderate Con 0.384
Jan 27, 2026 Inside Canada's Indian Invasion...
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's …
2:30 typical rage bait content creator troll who calls himself a "journalist" showing some obscure street in a slum with trash on the side of the street isn't representative of Punjab or India kid. It's funny how foreigners mostly w8tes will travel to India and purposely go to the worst places to travel (old delhi, varanasi, Calcutta) which is common knowledge not only amongst Indians themselves but amongst travelers globally, just so they can make negative videos for sensation and views and then assume the entire country looks like that. When the fact of the matter is India has beautiful beaches, resorts in the south (kerela goa etc ie tourist areas) beautiful mountains and snowy areas in the north like Shimla, Risikesh in states like himachal pradesh and uttarkhand, theres ther north east which has arunachal pradesh etc. Yet despite common knowledge amongst those who travel to India these vloggers choose to avoid such places for the former just for content and to make videos such as this. Channels like Chris Lewis, Alfonso and Jessica, Daily Max, Van Boys, GallivanterDom, Dunney Travels are much more honest and unbiased with their vlogs on India showing both the good and bad side of the country. Both the beautiful luxurious sides as well as the slums and poverty. Unlike vloggers like this who only show the negative sides of India for the sake of views, content and engagement farming. Positive videos on India never go as viral as the negative ones. The algorithm always pushes negativity over positivity
Identity Attack0.37655997
Insult0.44126466
Profanity0.29209393
Threat0.0347677
Severe Toxicity0.052940834
Moderate 0.47473195 Constructive 0.728 Policy_Critique
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the …
Over the years I have seen the gradual increase in Indians, and have had to deal with my share of it. The most interesting interaction I have seen is between Indians, namely in college the Indians traveled in packs, and densely at that. They could be tracked via smell alone. But the interesting part was, any Indian that did not stick to the pack, and did not smell like shit had endless insults, and general racist remarks made against them. AKA anyone who did not act the part, was simply seen as a traitor. Which is to also say, they fully wanted to bring India here, and had no intention of leaving anything behind.
Identity Attack0.4139151
Insult0.36021477
Profanity0.44752163
Threat0.020609349
Severe Toxicity0.023974609
Moderate 0.42349213 Constructive 0.699 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not …
the homeless people who would rather starve at the shelter instead are just too racist to go to the gurdwara for free food, or to realise they immigrants are actually kind and hard working. Not everyone is like that in my experience, I'm not from brampton but I'm sikh and I have sikh friends who are white and indigenous as well. One thing people don't realise is a lot of Canadians are actually really racist. You clearly saw that from the interview of the guy and his wife who was an RN, they passed the exam fair and square but I feel like his lack of understanding of the English language didn't get his point across right. The point he missed was the quality of life is higher in Canada, In India it's way easier, the cost of living is way cheaper, there's tons of cheap labour to hire maids for all your house work for example which is common in their culture, but as you've probably seen online, India isn't the cleanest or friendliest place to be, and if he was a nurse in India he would probably be broke without a good job, and having the opportunity to find good high paying jobs in something that Canadians also do when they travel to the US if a position in their field isn't available in whatever local city they grew up in. The main issue stems from international students from like after covid, regardless of country, India is in the spotlight because there's just more indians compared to other countries international students but its all the same stuff, you have kids from all over the world that might not have learned the same cultural practices, fresh 16-18 year olds living alone for the first time that have to do all their own chores and don't even know how to take care of themselves in some cases or do laundry or anything like that and it doesn't mean they were illegal immigrants or anything, just that they never put in the effort to learn because they were too entitled, its the same with entitled kids that go to Korea or Japan from north America as well that don't learn their culture and customs and misbehave because they are too entitled, and once you understand that you can see the bigger picture more clearly instead of just defaulting to racism. Also I'm not saying they can't be frustrated, its frustrating for everyone, even for me but racism isn't the answer.
Identity Attack0.38699543
Insult0.2817503
Profanity0.06646215
Threat0.015256803
Severe Toxicity0.016771052
Moderate 0.36867723 Constructive 0.855 Moral_Argument
Sep 20, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham …
On the Canadian Government website it labels India as a high risk travel location and cites high rates of sexual assault, terrorism, and elevated crimes against foreigners. Yeah... Lets bring that over here. Many sham schools in India abuse our immigration merit system. What's even worse is that we bring in different groups of people from that region indiscriminately, and they fight each other when they get here too... who would have thought??? Indian people are great, when you actually thoroughly vet them. If you check the numbers given by the Canadian government its insanely disproportionate how many people are immigrating from India relative to other countries.
Identity Attack0.37012735
Insult0.24630153
Profanity0.050429728
Threat0.024580594
Severe Toxicity0.014188796
Moderate 0.3389984 Constructive 0.691 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
12:26 he say that but wont allow any other race to marry into thier family. every year they travel back to india to find mate. bs answer
Identity Attack0.35299334
Insult0.0836065
Profanity0.124631
Threat0.013424582
Severe Toxicity0.015673593
Moderate 0.30502358 Moderate Con 0.371
Sep 20, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that …
I don’t blame the immigrants, I blame our liberal government because they are the ones who are supposed to control the amount of people coming into the country. If I travel to another country that I want to live in or work in, I need to follow their rules, laws and respect their culture, not trash their country, and change their culture and country to my country. This is what has happened in Canada, too many fn people from India here and they’ve basically taken over everything in the country, again this is not their fault, it’s our own governments fault.
Identity Attack0.2949366
Insult0.16989174
Profanity0.059948977
Threat0.008272167
Severe Toxicity0.010528564
Low Tox 0.28674445 Constructive 0.559
Aug 25, 2025 2 likes Why Canadians Are Turning Against …
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
They aren’t used to toilets. Assimilation isn’t encouraged. It will end up being a very dirty city. Go watch travel vloggers visiting India! Tyler here has great travel videos!
Identity Attack0.15303208
Insult0.1378885
Profanity0.08322773
Threat0.008323951
Severe Toxicity0.008850098
Low Tox 0.25727063 Moderate Con 0.445
Jan 27, 2026 Inside Canada's Indian Invasion...
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Tyler missed the smells of India so without having to travel all the way back there this was the easiest thing to do 😂
Identity Attack0.21668483
Insult0.07840354
Profanity0.075792134
Threat0.008466354
Severe Toxicity0.009460449
Low Tox 0.23739935 Moderate Con 0.463 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Without india their is no punjab 😮be proud to say india instead of punjab, with ur punjab pancard or aadhar card u can't travel
Identity Attack0.24293575
Insult0.16195811
Profanity0.07126612
Threat0.016120117
Severe Toxicity0.01896597
Low Tox 0.22311419 Moderate Con 0.381 Identity_Assertion
Feb 11, 2026 1 likes Inside Canada's Indian Invasion...
I have to travel to Montreal for work relatively often. Driving in Montreal is insane, it’s like nothing I’ve ever seen in the US. You see those videos from India where there are cars everywhere …
I have to travel to Montreal for work relatively often. Driving in Montreal is insane, it’s like nothing I’ve ever seen in the US. You see those videos from India where there are cars everywhere forcing their way in and everyone is driving like 5mph - that’s like every Montreal on-ramp…
Identity Attack0.078392304
Insult0.123407245
Profanity0.033645786
Threat0.0077284453
Severe Toxicity0.0044059753
Low Tox 0.2043827 Constructive 0.548
Jan 27, 2026 Inside Canada's Indian Invasion...
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who …
lol im a indian born n raised in canada, used to live in Brampton but moved since it was literally india 2.0 .. my entire family are born in canada except for my mom who came in her 20’s, and obv my grandparents. brampton is genuinely just india, not canada. i don’t get y brampton js attracts every single travelling desi. my grandparents came to canada for a modern, safer world to raise and wtv, so whats the point lmao. 🫩✌️
Identity Attack0.11280017
Insult0.061101943
Profanity0.06796519
Threat0.006641001
Severe Toxicity0.0062179565
Low Tox 0.17458448 Constructive 0.597 Personal_Narrative
Feb 6, 2026 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 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...
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to …
It’s good to hear some are thinking of leaving to the US. I truly wish for their success. I worked at a college that became a diploma mill in Vancouver and you couldn’t go to the men’s room without seeing 3 or 4 dudes hanging out. Foreign students also take from the food banks enough to have 1st year students now banned and many people no longer donate. I generally have great experiences Indian people, and have travelled India extensively, but if you let in too many of one type the native population will have a hard time and the immigrants themselves won’t integrate and build their own society. Blame the Liberal government.
Identity Attack0.08583717
Insult0.033790905
Profanity0.023584666
Threat0.012026439
Severe Toxicity0.0037384033
Low Tox 0.11161 Constructive 0.762 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. …
Am a christian from India, who had a PR back in 2013 and had traveled there for the paperwork. I traveled around Toronto for around 15 days and it was a lovely experience back then. All but the Indians I encountered treated me well, to the indians I was another competition for their piece of land (so as to say). I unfortunately didn't settle in Canada due to some family emergency and had to come back to India for good, but on hind sight I think it was for the best, considering how bad the situation is in Canada. If one migrates to another country they should assimilate in the existing culture so that they can keep alive the very soul of the land they moved to, not try to make it another India...
Identity Attack0.10221587
Insult0.033570543
Profanity0.026044132
Threat0.0086087575
Severe Toxicity0.0037574768
Low Tox 0.10913446 Constructive 0.818 Personal_Narrative
Dec 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. …
I traveled through India in 2000. I can understand why so many people move to Canada. India is intense to say the least. I’ve worked with great people from India and bad people from India. It’s no different than any other country. Great video.
Identity Attack0.058856625
Insult0.022512967
Profanity0.015454767
Threat0.0072106146
Severe Toxicity0.0022220612
Low Tox 0.077668175 Constructive 0.709 Personal_Narrative
Sep 19, 2025 98 likes Inside Canada's Indian Metropolis (Brampton)
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ …
📖 Rapid Indian Immigration in Canadian Cities (0:00 - 2:10) ├─ 0:00 Racism and Stereotypes Against Indian Immigrants ├─ 0:32 Mass Migration of Indian Immigrants to Canada ├─ 1:00 Human Smuggling and Immigration Issues └─ 1:50 Immigration and Cultural Assimilation in Canada 📖 Impact of Indian Immigration on Local Communities (2:10 - 3:20) └─ 2:10 Impact of Indian Immigration on Local Communities 📖 Racial Tensions and Demographic Changes in Bmpton (3:20 - 4:38) ├─ 3:20 Racial Diversity and Demographic Changes └─ 3:58 Racial Tensions and Experiences in Multicultural Settings 📖 Racism and Xenophobia in Canadian Communities (4:38 - 6:09) ├─ 4:38 Racism and Xenophobia in Canadian Communities ├─ 5:14 Negative Views on Immigration and Cultural Differences └─ 5:49 Consequences of Demographic Replacement in Bmpton 📖 Driving Habits and Road Safety Concerns (6:09 - 7:30) ├─ 6:09 Distracted and Aggressive Driving in Canada ├─ 6:43 Poor Driving Habits in Canada └─ 7:04 Distracted Driving in Bmpton Residents 📖 Indian Immigration and Economic Impact (7:30 - 8:48) ├─ 7:30 Immigrant Experiences in Canada's Indian Community └─ 8:17 Rise of Ethnic Nationalism in Canada 📖 Hanuman Symbolism in Multicultural Communities (8:48 - 10:25) ├─ 8:48 Canada's Changing Demographics and Cultural Symbols ├─ 9:29 Earning Money through Mobile Games └─ 9:58 Making Money with Mobile Apps 📖 Punjabi Independence Movement and Human Smuggling (10:25 - 11:46) ├─ 10:25 Punjab Independence Movement and Kalistan ├─ 10:50 India's Economic and Political Challenges └─ 11:13 Human Smuggling Across the Canada-US Border 📖 Human Trafficking Sting Operation Setup (11:46 - 13:34) ├─ 11:46 Arranging a Pickup for Human Trafficking ├─ 12:20 Human Trafficking Sting Operation Risks and Preparations └─ 12:50 Human Trafficking and Kidnapping Fears and Preparations 📖 Human Trafficking through Student Visa Scams (13:34 - 14:49) 📖 Crossing the US-Canada Border Illegally (14:49 - 16:56) ├─ 14:49 Crossing the US-Canada Border Illegally ├─ 15:20 Crossing the Canadian Border Anxieties ├─ 15:50 Traveling to Canada in Winter └─ 16:18 Phone Theft and Harassment Tactics 📖 Crossing the Border Illegally with a Smuggler (16:56 - 18:21) ├─ 16:56 Crossing the Border Illegally in Canada ├─ 17:29 Smuggling Items Past Border Patrol └─ 17:53 Safety Concerns in Traveling to Canada 📖 Human Smuggling Operation in Canada (18:21 - 22:02) ├─ 18:21 Crossing the Border Illegally with Smugglers ├─ 19:04 Emergency Preparations and Safe Houses └─ 19:45 Human Smuggling Operations in Canada Exposed
Identity Attack0.06249457
Insult0.02212623
Profanity0.019690514
Threat0.0104988385
Severe Toxicity0.005302429
Low Tox 0.06500591 Constructive 0.543
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Today I travelled the border between India & Pakistan - Airport Road.
Today I travelled the border between India & Pakistan - Airport Road.
Identity Attack0.023997234
Insult0.010210892
Profanity0.018734055
Threat0.010602405
Severe Toxicity0.0021457672
Low Tox 0.033806015 Moderate Con 0.361 Personal_Narrative
Jan 3, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the …
I came here 25 years ago from India. While growing up, I would go to the terrace of my home and turn the antenna to get Cbc at night. I watched Air Farce One, the green show, NFB and Cbc and was always fascinated with Canada. I knew then when I was 20 that I will make Canada home. I wrote my IELTS ENGLISH test, studied here with good grades. And I did. I have an amazing career and young kids. And I have loved everyday of it. I have watched rerun of trailer park boys about 10 or so times already, watched Corner gas, watch hockey, I have embraced the weather, the people and the values this nation stands for. I have travelled coast to coast and to the great north. Heck I have been to more places in Canada with my job than other Canadians who are born and raised here. Now all I see there these ignorant, entitled effs thinking they can come and change the way of life. Like how Don Cherry said, they want the milk and honey but won't respect the values. I am effing done with this immigration and the government. Steven Harper was the prime minister when I got my citizenship and it was the proudest moment of my life. I really hope Canadians wake up. I know exactly why the racism has gone up and I don't blame the Canadians at all. These clowns bought it on to themselves. I just had enough and wish things would back to how it was 20 or so years ago.
Identity Attack0.011321344
Insult0.016556932
Profanity0.019348921
Threat0.007534259
Severe Toxicity0.0019073486
Low Tox 0.032156147 Constructive 0.658
Sep 20, 2025 26 likes 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.