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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 #}

Comment Explorer

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

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Active: "Brampton is garbage now because …" 10 comments
Brampton is a shit hole.ive seen indian women stop by roadside ,take out 2 garbage bags open them , and dump everything on the ground. 410 exit at Steeles road..
Brampton is a shit hole.ive seen indian women stop by roadside ,take out 2 garbage bags open them , and dump everything on the ground. 410 exit at Steeles road..
Identity Attack0.5135796
Insult0.5723624
Profanity0.7092837
Threat0.05753354
Severe Toxicity0.35076234
Toxic 0.7761081 Moderate Con 0.458 Identity Attack Insult
Nov 26, 2025 Inside Canada's Indian Metropolis (Brampton)
Brampton is garbage now because of this.
Brampton is garbage now because of this.
Identity Attack0.06385879
Insult0.68668073
Profanity0.2963245
Threat0.00899713
Severe Toxicity0.023076924
Moderate 0.6744087 Moderate Con 0.319 Insult Fear_Threat
Oct 17, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Brampton used to be the lovely city. Mow is just garbage
Brampton used to be the lovely city. Mow is just garbage
Identity Attack0.094936445
Insult0.6308392
Profanity0.27747265
Threat0.006912862
Severe Toxicity0.020644438
Moderate 0.60254884 Moderate Con 0.33 Insult Fear_Threat
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Thank god I moved out of Brampton 9 years their and it’s garbage now
Thank god I moved out of Brampton 9 years their and it’s garbage now
Identity Attack0.09162762
Insult0.563347
Profanity0.26641908
Threat0.0077154995
Severe Toxicity0.020257099
Moderate 0.54823303 Moderate Con 0.428 Insult Personal_Narrative
Feb 8, 2026 1 likes Inside Canada's Indian Invasion...
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. …
It would be fine if they weren’t so dirty. They would come through my town to go to the beach and left garbage, food, and random ass things all over the store without a care. They have shut down 66 illegal driving schools in Brampton in 2025 most were Indian that’s why they are such bad drivers. It’s so hard to get a job as a teen it’s fine if they want to learn our culture that’s fine but this is not India .
Identity Attack0.46028158
Insult0.48484445
Profanity0.42990944
Threat0.017156094
Severe Toxicity0.13073033
Moderate 0.51980776 Constructive 0.614 Identity_Assertion
Jan 27, 2026 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...
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton …
Canada does not need any student. Canada got enough talent. They let them in so Canada can persuade them to become truck drivers as Canada need lots of truck drivers. All the schools in Brampton and Mississauga are total FRAUD and making money from these students. They should be stopped. I have been to IRCC page and it is extremely easy to let criminals in this country. Forced home invasions, Looting of Beer stores or LCBO. Looting of Jewelry stores. making illegal U turns in and around GTA has become a NORM. Garbage is everywhere. Fireworks is another major problems. They want to do it then do it in India. Don't bring this piece of shit in Canada. We have Canada day and couple others which are celebrated near Downtown Toronto and Niagara Falls. Go and watch. Queen is dead and no reason to have fireworks on stupid Victoria day. Abolish Victoria day or ban fireworks on that day.
Identity Attack0.14233272
Insult0.25205973
Profanity0.026317406
Threat0.011560392
Severe Toxicity0.008964539
Low Tox 0.28674445 Constructive 0.554 Unverified_Claim
Sep 28, 2025 IRCC Names India in Study …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through …
I went to a shopper drug store in Brampton at Queen and Kenny over the summer. It was extremely dirty. It looked like a garbage truck dumped it load all over theparkinglot. Locals walked through it like it was a normal thing. I just hope they don't take over Georgetown and ruin it too. 😢
Identity Attack0.0091384705
Insult0.26957804
Profanity0.047173142
Threat0.009204263
Severe Toxicity0.005531311
Low Tox 0.28674445 Constructive 0.71 Fear_Threat
Sep 20, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the …
This is an interesting issue. I have lived in both Brampton and Surrey, and there is some real issues with immigration. But the homeless you showed made me think about the other side of the coin, these Indian immigrants would probably do a better job feeding our own homeless if they were aware they were welcome. Things like garbage and stuff, indians have less civil duty because their own cultural issues. But they have a sense of duty of family and community. So we need to hold our goverment responsible for not handling emmigration properly, but also if have compassion and bring these people into our communities as well, then you will feel a new sense of duty from them. Its a tough issue on both sides that our goverments are forcing us the people to deal with
Identity Attack0.2949366
Insult0.22303216
Profanity0.07999486
Threat0.007870848
Severe Toxicity0.0090789795
Low Tox 0.2854937 Constructive 0.853 Moral_Argument
Oct 2, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, …
Canada's Immigration Crisis: Prioritizing National Interests Over Uncontrolled Influx from India The Government of Canada must immediately halt the unchecked influx of immigrants from India. This is not about xenophobia—it's about protecting Canadian society, resources, and identity from a pattern of exploitation that is eroding our nation. 1. Failure to Assimilate and Community Insularity Indian immigrants are not integrating into Canadian culture. Instead, they form parallel societies: Sending children to private ethnic schools that prioritize Indian languages and customs over Canadian values. Erecting statues and cultural symbols that celebrate India, not Canada—this is Canada, not a satellite of New Delhi. Prioritizing their own communities in hiring and services, creating ethnic enclaves that exclude others. This insularity prevents true assimilation and fosters division. 2. Exploitation of Systems and Loopholes Many arrive through fraudulent means and demand instant benefits: Establishing "diploma mill" colleges solely to gain entry, then claiming permanent residency or citizenship after minimal study. Only Indians teachers are hired through this made up "Colleges". Sponsoring extended family chains (parents, siblings, cousins) who contribute nothing but drain resources. Elderly parents, who have never paid Canadian taxes, access healthcare and social services immediately, overburdening hospitals while their families use nursing homes as a last resort. Bribing for driver's licenses abroad, leading to reckless, entitled driving on Canadian roads. These tactics exploit loopholes, bypassing fair processes meant for genuine contributors. 3. Strain on Resources and Job Market The rapid population growth is unsustainable: High birth rates (far above Canada's replacement level) are used strategically to "populate" the country and secure more benefits. Taking jobs from Canadians in government, police, education, healthcare, and beyond—often through nepotism and "cutting in line" for their networks. For example IRCC Director - Harpreet Kochhar Deputy Minister - Pemi Gill and Aiesha Zafar who have no idea where the 79,000 illegal Indians are in Canada. Remove these Minister from their position. They are incompetent in the jobs. Fraud = Predominant country = India. Nepotism is rampant in their community and their class system mentality. Overwhelming housing, food banks, parks (littered with garbage), and public spaces (including reports of improper behavior on beaches). Many work in low-productivity roles, undercutting wages and relying on welfare despite employment. Canadians are being displaced in their own country. 4. Criminal and Cultural Importation A subset brings a "gangster mentality" from India: Rising involvement in organized crime, fraud, and violence in cities like Brampton and Surrey. Lazy or substandard work ethic in some cases, prioritizing quick gains over quality. Just look at Tim Horton! This is not the skilled, law-abiding immigration Canada needs. Call to Action: Policy Reforms Now Cap and pause Indian immigration until assimilation metrics improve. End chain migration and fake college scams—require proven contributions before PR/citizenship. Enforce assimilation: Mandate public schools, cultural integration tests, and community service. Protect Canadians first: Prioritize housing, jobs, and services for citizens. I don't care if this is labeled "racist"—the evidence is clear. Indians are not here to build Canada; many are here to overtake it. Canadians have to act before it's too late.
Identity Attack0.14661247
Insult0.047935467
Profanity0.014566627
Threat0.008634649
Severe Toxicity0.004196167
Low Tox 0.15324512 Constructive 0.674
Oct 29, 2025 IRCC Names India in Study …

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.