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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

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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: "I was at a bus …" 57 comments · Page 1 of 3
Im a bus driver and these uber drivers are a fucking plauge
Im a bus driver and these uber drivers are a fucking plauge
Identity Attack0.26833034
Insult0.6798578
Profanity0.8449782
Threat0.012751401
Severe Toxicity0.26195827
Toxic 0.85850734 Moderate Con 0.375 Insult Economic_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
they shit on bus
they shit on bus
Identity Attack0.052490227
Insult0.4718924
Profanity0.8907955
Threat0.010110466
Severe Toxicity0.16960317
Toxic 0.85333383 Moderate Con 0.327 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
Happiness is a hard shit, just not on the bus.
Happiness is a hard shit, just not on the bus.
Identity Attack0.015154205
Insult0.24928534
Profanity0.844891
Threat0.007819066
Severe Toxicity0.024819711
Toxic 0.718943 Moderate Con 0.469 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high …
Indians are recognized as the highest-earning or wealthiest ethnic group in the United States, the United Kingdom, and Germany, driven by high representation in STEM, medicine, and management roles. Their success is attributed to high education levels, strong professional skills, "cannada" allowed the uneducated khalistani, criminal and retarded ones who cant speak basic english shame on tyler olivera for the video thumbnail fu*k you rascist bastard you upload videos the the same platform whose ceo is indian when a country is failing the easiest thing to do is throw a minority group under the bus and put all the blame on them thats what the nazis did thats what trump is doing thats what you are on your way to become 😊 cannada imported the criminals and idiots the indian foreign minister warned the cannadian govt already but the govt policy sucks so yeah to the hell with that
Identity Attack0.6007182
Insult0.6336687
Profanity0.6001929
Threat0.13717735
Severe Toxicity0.45895407
Toxic 0.71760553 Moderate Con 0.335 Identity Attack Insult Moral_Argument
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a …
Ya we had one , shit on a city bus , bit, but thats not thay bad, considering. What they do in india and considering this is supposed to be , you know , a western country , north america , that should only have native americans , arctic natives and white people in it!!!!! But yeah, you know only one s*** from an Indian person.On a public boss isn't a big deal that the numbers of public s**** have gone down!!!!! 🙄😮‍💨🤢!!!! Fuk those people. But raping, people. And being dumb AF . Is completely of.!¡! 😌
Identity Attack0.5135796
Insult0.5678696
Profanity0.6001929
Threat0.5140729
Severe Toxicity0.51028454
Toxic 0.7105462 Moderate Con 0.332 Identity Attack Insult Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
"we have the more upper indians" "some indian shitting on a bus the other day" alright mate
"we have the more upper indians" "some indian shitting on a bus the other day" alright mate
Identity Attack0.6007182
Insult0.48627716
Profanity0.64657205
Threat0.12076248
Severe Toxicity0.2847981
Moderate 0.6852916 Moderate Con 0.306 Identity Attack Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
I was going to write something about shitting in the street maybe increasing in the area and then the piece about someone shitting on a bus came out. Immigration will destroy the Western World.
I was going to write something about shitting in the street maybe increasing in the area and then the piece about someone shitting on a bus came out. Immigration will destroy the Western World.
Identity Attack0.3895355
Insult0.47384647
Profanity0.64657205
Threat0.04524883
Severe Toxicity0.16960317
Moderate 0.6407703 Constructive 0.502 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Poop on bus ✅ Eat the poopies ✅ 🇨🇦🇮🇳
Poop on bus ✅ Eat the poopies ✅ 🇨🇦🇮🇳
Identity Attack0.10221587
Insult0.36709076
Profanity0.49259362
Threat0.06820184
Severe Toxicity0.2322566
Moderate 0.60152835 Low Con 0.238 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
NOTICE HOW NONE OF THEM SAY THEIR CANADIAN....because they aren't. I'm Canadian (my family has been here for 150+ yrs) We absolutely hate these street shi tt3. r5 and i use to live in Mississauga …
NOTICE HOW NONE OF THEM SAY THEIR CANADIAN....because they aren't. I'm Canadian (my family has been here for 150+ yrs) We absolutely hate these street shi tt3. r5 and i use to live in Mississauga so i know how grotesque they are. ABSOLUTE P@r@s¡t3s Even my 4yr old says he wouldn’t pull down his pants & poop on a bus….JS
Identity Attack0.28034934
Insult0.4962726
Profanity0.4242778
Threat0.027515862
Severe Toxicity0.1597006
Moderate 0.55739564 Constructive 0.548
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an …
Now you know how I feel in the UK....I caught the bus home from work yesterday and I actually counted how many white people were on the bus.....there were me and one other person an the other 16 were either indian Pakistani or black...I'm now a foreigner now in my own country....I hate and am not proud to be British anymore 😢😢😢
Identity Attack0.57150364
Insult0.3388922
Profanity0.2564132
Threat0.030623792
Severe Toxicity0.12282934
Moderate 0.52139956 Constructive 0.632 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Dude in the bus stop is actually brain dead lmao
Dude in the bus stop is actually brain dead lmao
Identity Attack0.10221587
Insult0.47630358
Profanity0.27882218
Threat0.044602267
Severe Toxicity0.023223408
Moderate 0.4977744 Low Con 0.189 Meta_Commentary
Jan 27, 2026 48 likes Inside Canada's Indian Invasion...
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
The best moment for me was when every single person, race, culture, etc all chimed that Brampton drivers are absolutely nuts. lol. The real truth. We're all bozos on the same bus. xD
Identity Attack0.2783691
Insult0.50440645
Profanity0.25824076
Threat0.008841781
Severe Toxicity0.018320406
Moderate 0.45396814 Constructive 0.515 Insult Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
0:34 we found who pooped on the bus
0:34 we found who pooped on the bus
Identity Attack0.02238941
Insult0.15343215
Profanity0.352205
Threat0.016292779
Severe Toxicity0.023076924
Moderate 0.4269174 Moderate Con 0.343 Humor_Satire
Jan 28, 2026 9 likes Inside Canada's Indian Invasion...
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by …
For all the Indians reading comments here We are hated because of these: - Abandoning shopping carts in walmart/supermarket parking lot, or dragging the carts to the place where you live and throwing it by the roadside - Zooming past two way/four way stop signal - Unnecessarily accelerating and revving cars while driving through a residential area. Trust me ITS NOT "COOL" - Playing Punjabi gangster rap music at full volume, or talking loudly on phone when using public transport - Talking loudly with friends in places where we are expected to talk softly: Hospitals, museums, art gallery government/visa office, Medical centers/clinic - Stretching yours legs over the opposite empty seat while travelling in bus or train. Crowding the Handicap ramp to access GO train because it makes it easier to board the train (WTF!). - Suddenly switching lanes and turning into streets without using the indicator. - Opening the car door in full swing and leaving a dent/scratch on the next car at parking lots. Not so much as a courtesy to leave a sorry note. - Stealthily walking the dog at night and not picking up after dog - Throwing the car's garbage towards the direction of the dustbin when driving past a bus stop in residential area. - No basic etiquette and manners of wishing, thanking or apologizing. Did you know you are supposed to greet/wish the bus driver when you board a bus? - Refusing to speak in English while in Indian populated city. - Brampton, even worse - trying to fake an accent when you suck at grammar - Partying loudly through the night with no regards to neighbors - Culture dumping - deliberately bursting crackers when the city has banned it, making agni kund in backyard without taking safety precautions, its a fire hazard for houses built of wood, loudly playing mantras/bhajans early morning when you are living in a Condo/apartment - Not caring to shovel snow off footpath - Not showering after you've cooked at home and smelling like curry in the office. Guys Please be better!
Identity Attack0.44690517
Insult0.33154017
Profanity0.25458565
Threat0.09316374
Severe Toxicity0.02449106
Moderate 0.41690505 Constructive 0.614 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Which one do You love to hate❤🤬 💩on a bus? Or 💩on a plate? 🚌🍽
Which one do You love to hate❤🤬 💩on a bus? Or 💩on a plate? 🚌🍽
Identity Attack0.038425524
Insult0.24171697
Profanity0.29053202
Threat0.022853967
Severe Toxicity0.023076924
Moderate 0.39915034 Low Con 0.275
Jan 27, 2026 Inside Canada's Indian Invasion...
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the …
Conestoga is a sham. The entire region of waterloo has been milking tax dollars to increase things like transit because this greedy "school" totally destroyed it. Canadians who live here can't get room on the bus, or it's just so crowded and smells so horrible they get on and then walk right off again. I've seen people in tears over it. Increasing taxes to pay for the things this school has abused is a load of BS....and worse, They're spreading like a virus. Situated themselves into Guelph - plans for Milton. And they want to flood each city with immigrants and call themselves a school. It's fraud. greed. and corruption. Go there. you'll see.
Identity Attack0.2127345
Insult0.41530323
Profanity0.16915557
Threat0.010576514
Severe Toxicity0.019224197
Moderate 0.3974717 Constructive 0.52
Oct 10, 2025 IRCC Names India in Study …
I was at the Post office, Tim Hortons, Bus stop, either 5 Indians playing on their phones with more than 20 people in line, or they just open the back door and let everybody ride …
I was at the Post office, Tim Hortons, Bus stop, either 5 Indians playing on their phones with more than 20 people in line, or they just open the back door and let everybody ride the bus for free. These people are Comunist without authority, which is another way of saying shthole, it wouldn't be so bad if there wasn't welfare program in Canada, but there is. It is a bottomless pit of social benefits ALMOST as bad as free healthcare for 10 million people with Diabetes.
Identity Attack0.29951343
Insult0.40243408
Profanity0.33317488
Threat0.009204263
Severe Toxicity0.023076924
Moderate 0.3972142 Moderate Con 0.472 Fear_Threat
Oct 5, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first …
western governments want them in because of low birth rates - personally I'd prefer my culture to remain intact & my country to be safe and have a low workforce and birth rate. The first generation of Indians went there to get away from the people who shit on the bus and throw rubbish into rivers and canals. In India the biggest vehicle has the right of way - "might is right"
Identity Attack0.2854555
Insult0.27146968
Profanity0.40878695
Threat0.014393489
Severe Toxicity0.022064678
Moderate 0.39231625 Constructive 0.667 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Talks about getting the good ones says one pooped on the bus 😑
Talks about getting the good ones says one pooped on the bus 😑
Identity Attack0.010507392
Insult0.1640896
Profanity0.29209393
Threat0.046541955
Severe Toxicity0.019740647
Moderate 0.37576625 Low Con 0.292 Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
They doin too much 🤦🤦🤦🤦for real.... one sheetin in the bus... com on now.... they are a real joke...
They doin too much 🤦🤦🤦🤦for real.... one sheetin in the bus... com on now.... they are a real joke...
Identity Attack0.022791367
Insult0.3388922
Profanity0.2453505
Threat0.009281937
Severe Toxicity0.015415368
Moderate 0.36095104 Low Con 0.25 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
I am from Edmonton and we have a high rate of people from India, the only thing that bothers me is if an immigrant comes here learn how to be Canadian. Which is helping the …
I am from Edmonton and we have a high rate of people from India, the only thing that bothers me is if an immigrant comes here learn how to be Canadian. Which is helping the elderly, giving your seat up on a bus, not taking proper drivers training. They have been taking a lot of trucker jobs and there is barely one Tim Hortons in Canada that will hire a white person.
Identity Attack0.40351558
Insult0.13607834
Profanity0.03239325
Threat0.008867673
Severe Toxicity0.011520386
Moderate 0.3308965 Constructive 0.702 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Horrible that all these "right" inmigrants throw under the bus to the new inmigrants. Everybody has the right to dream and better their lives, not just the "correct" inmigrants
Horrible that all these "right" inmigrants throw under the bus to the new inmigrants. Everybody has the right to dream and better their lives, not just the "correct" inmigrants
Identity Attack0.36273825
Insult0.24630153
Profanity0.035399333
Threat0.009903334
Severe Toxicity0.009460449
Moderate 0.32971194 Moderate Con 0.434 Moral_Argument
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
I used to live there in 1993 it was all white but my friends would complain that after 10 years not a single white kid on the school bus
I used to live there in 1993 it was all white but my friends would complain that after 10 years not a single white kid on the school bus
Identity Attack0.38826546
Insult0.082619295
Profanity0.09324962
Threat0.012803185
Severe Toxicity0.01393057
Moderate 0.32712606 Constructive 0.512 Fear_Threat
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally …
I live here , no mention of the violence between the Sikh and Hindu groups (even parking lot riots) and the religious stuff put in the creeks and the Credit river and rooming houses generally do not allow cooking so trash from takeout every where they eat while walking home and throw it beside the sidewalks and in 30 minutes I could drive you by dozens of food trucks near bus stops and now the highest car insurance in Canada I have Indian friends and neighbors who complain about it
Identity Attack0.36702603
Insult0.23237456
Profanity0.032894265
Threat0.012803185
Severe Toxicity0.012435913
Moderate 0.32182294 Constructive 0.687 Personal_Narrative
Dec 7, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
i grew up in brampton. my brother would play a game "how many white people are at the bus stop"
i grew up in brampton. my brother would play a game "how many white people are at the bus stop"
Identity Attack0.3817989
Insult0.07872037
Profanity0.084844165
Threat0.031314444
Severe Toxicity0.014382465
Moderate 0.32128486 Moderate Con 0.468 Personal_Narrative
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.