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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: "As for the driving I …" 424 comments · Page 13 of 17
These individuals (refugees, etc.) are receiving government funding of $ 10,000 a month. They boast on TikTic that if you come to Canada as a refugee, the government gives you free housing and $85K a …
These individuals (refugees, etc.) are receiving government funding of $ 10,000 a month. They boast on TikTic that if you come to Canada as a refugee, the government gives you free housing and $85K a year. You do not have to work, As soon as they arrive in Canada, they are driving expensive cars, getting free food from Costco, getting credit cards from the bank and purchasing houses. They drive Teslas, BMWs, and the most expensive cars that they could have never ever owned in their country. The healthly men do not work and live a luxurious life all at the expense of we the tax payers. Meanwhile, hard-working, tax-paying Canadians are living paycheck to paycheck. We Canadians are sick and tired of this BS
Identity Attack0.08252834
Insult0.06634661
Profanity0.02030538
Threat0.006815769
Severe Toxicity0.0039863586
Low Tox 0.15490346 Moderate Con 0.488
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Canadian smugglers got it good. 6k and they drive you for 20 minutes then tell you to walk through the woods
Canadian smugglers got it good. 6k and they drive you for 20 minutes then tell you to walk through the woods
Identity Attack0.09824528
Insult0.04852104
Profanity0.018734055
Threat0.014220826
Severe Toxicity0.00459671
Low Tox 0.15490346 Low Con 0.259 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
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 …
Another thing about their driving is that in India there isn't traffic laws... like there's no traffic lights or stop signs.. people just walk in front of cars and expect them to stop. They really …
Another thing about their driving is that in India there isn't traffic laws... like there's no traffic lights or stop signs.. people just walk in front of cars and expect them to stop. They really do not know how to drive.
Identity Attack0.11396073
Insult0.061976057
Profanity0.016752819
Threat0.0075083673
Severe Toxicity0.0037002563
Low Tox 0.15324512 Moderate Con 0.489 Comparative_Framing
Feb 4, 2026 Inside Canada's Indian Invasion...
No one is allowing coming here without visa, driving without license and not paying taxes except criminals. I came to canada recently through immigration and took ielts, scored 7.5 bands. Had 5 years of working …
No one is allowing coming here without visa, driving without license and not paying taxes except criminals. I came to canada recently through immigration and took ielts, scored 7.5 bands. Had 5 years of working experience and post graduation education, now am a citizen here. All in 4 years. Am among the new generation. Just think twice before speaking.
Identity Attack0.032753747
Insult0.07333439
Profanity0.0127561875
Threat0.006537435
Severe Toxicity0.002193451
Low Tox 0.15213956 Constructive 0.674
Nov 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually …
Please pin this comment Tyler, please go back and do a whole series about the Trucking Scandal 1. Please search the tragic Humboldt crash. The driver failed to read a stop sign 2. You actually ended up speaking with a possible "mule" who again is there "temporarily" 3. Please look up the free documentary CBC put out in regards to the E Indian community "handing out" commercial driving licenses 4. Please search all the recent arrests inbound and outbound Detroit and Port Huron borders. 98% east Indian and the names are always written in the articles. These are facts 5. The "mules" get a slap on the wrist for the contraband and end up getting deported 6. The company starts the process again and claims they know nothing 7. Their company owners all drive exotic vehicles and fancy homes Please look into this, it's been happening for years and years
Identity Attack0.024198212
Insult0.071750276
Profanity0.024199532
Threat0.0101363575
Severe Toxicity0.0039863586
Low Tox 0.15103401 Constructive 0.747 Call_To_Action
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
How does the driving worse? Is an Indian license acceptable in America or are the driving tests too easy to pass
Identity Attack0.10409598
Insult0.0350029
Profanity0.022969801
Threat0.007029374
Severe Toxicity0.0032806396
Low Tox 0.15048122 Low Con 0.203 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
I’m not surprised by the bad driving. Have you seen drivers in India. They turn two lanes into three. Crossing the street there is risking your life! When I was there, I almost had a …
I’m not surprised by the bad driving. Have you seen drivers in India. They turn two lanes into three. Crossing the street there is risking your life! When I was there, I almost had a heart attack and prayed every time I had to get into a car.
Identity Attack0.10221587
Insult0.03768798
Profanity0.014498309
Threat0.012647836
Severe Toxicity0.00415802
Low Tox 0.1460314 Constructive 0.622 Comparative_Framing
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
Same thing happening in Australia. And the driving 🤦‍♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights …
Same thing happening in Australia. And the driving 🤦‍♀️😂 I had a lady slam her brakes on in the middle of a busy road, and just stop. I was beside her at the stop lights and asked her what she was doing as she nearly caused an accident.. she said, “you drive your way and I’ll drive my way”.. I tried to highlight the road rules in this country and she started to abuse me 😂
Identity Attack0.04925346
Insult0.032028005
Profanity0.044668075
Threat0.043955702
Severe Toxicity0.005340576
Low Tox 0.14429577 Constructive 0.618 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to …
In my country our most popular last name went from Smith/Brown for decades to Singh about 5 years ago. Can't go very many places where majority of staff are Indian especially if it comes to driving jobs and the driving ability has declined ten fold!
Identity Attack0.12556632
Insult0.03335018
Profanity0.01941724
Threat0.0075083673
Severe Toxicity0.0039863586
Low Tox 0.13908891 Constructive 0.599 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
The driving?😂😂😂😂😂😂😂😂🐇😎
The driving?😂😂😂😂😂😂😂😂🐇😎
Identity Attack0.0073255757
Insult0.027730936
Profanity0.07223598
Threat0.010265815
Severe Toxicity0.00705719
Low Tox 0.13388206 Moderate Con 0.308
Jan 27, 2026 Inside Canada's Indian Invasion...
The driving must be like driving in Lakewood with them AND the cops don't even care. No Justice!
The driving must be like driving in Lakewood with them AND the cops don't even care. No Justice!
Identity Attack0.008546505
Insult0.06407392
Profanity0.017026093
Threat0.008893564
Severe Toxicity0.002784729
Low Tox 0.12867521 Moderate Con 0.316 Fear_Threat
Feb 24, 2026 Inside Canada's Indian Invasion...
They drive like in India 😅
They drive like in India 😅
Identity Attack0.10221587
Insult0.04852104
Profanity0.036401358
Threat0.00866054
Severe Toxicity0.0062561035
Low Tox 0.1269396 Low Con 0.265 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I was told in early 80s. They are coming here to take over country. To make it their own state.(country) This from a major religious leader I had to drive to airport in my taxi.
I was told in early 80s. They are coming here to take over country. To make it their own state.(country) This from a major religious leader I had to drive to airport in my taxi.
Identity Attack0.10221587
Insult0.03070583
Profanity0.016752819
Threat0.00814271
Severe Toxicity0.0031661987
Low Tox 0.12520397 Constructive 0.513
Sep 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
They drive outrageous with covered up plates and get away with it. Also flying their own flags should not be tolerated.
They drive outrageous with covered up plates and get away with it. Also flying their own flags should not be tolerated.
Identity Attack0.012240025
Insult0.053205602
Profanity0.015864678
Threat0.012699619
Severe Toxicity0.0029563904
Low Tox 0.123468354 Low Con 0.286 Unverified_Claim
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Punjabis have succesfully shifted 3rd world driving skills to canada
Punjabis have succesfully shifted 3rd world driving skills to canada
Identity Attack0.10221587
Insult0.03665562
Profanity0.020646973
Threat0.0072106146
Severe Toxicity0.0037574768
Low Tox 0.11479026 Low Con 0.193 Identity_Assertion
Feb 24, 2026 1 likes Inside Canada's Indian Invasion...
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. …
Driving in Brampton reminds me of when I used to spend time in the DR 30 years ago. We slowed down & even stopped at green lights to avoid T boning our friends running reds. Back then the police were happy to ignore you may be intoxicated for $10 US and a sip from your rum. What a world.
Identity Attack0.012441003
Insult0.06023245
Profanity0.017436003
Threat0.008272167
Severe Toxicity0.0024795532
Low Tox 0.11398677 Constructive 0.644 Comparative_Framing
Jan 28, 2026 Inside Canada's Indian Invasion...
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own …
I saw it first hand in my workplace. A major delivery company (not Amazon). Used to be mostly Canadians, until about 2 years ago. The majority are now young Indian guys who speak their own language amongst themselves. Even the new manager speaks Hindi. Work conditions have worsened because these people are willing to do much more for low wages. They drive erratically and treat the country like their playground to make money. This is the future of Canada.
Identity Attack0.09576365
Insult0.04032305
Profanity0.011628932
Threat0.006427396
Severe Toxicity0.0023555756
Low Tox 0.11316007 Constructive 0.654
Sep 22, 2025 1,585 likes Inside Canada's Indian Metropolis (Brampton)
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who …
I am an Indian student who has struggled to get my papers done, and I have to say this: mass immigration needs to stop. Canada should allow only people who speak good English and who can truly contribute to this country. I am an IT student, and I worked hard to clear $120K in debt through Scotiabank. I could have taken a loan in my home country, but I chose to work here because Canada gave me everything my own country could not. I am deeply grateful for that. But when I see people from my own community walking around in flip-flops, unable to speak even one word of English, it breaks me inside. My city—Brampton—has been completely taken over, and it’s becoming harder to even drive there now. I believe Canada needs to come together and put an end to this. Enough is enough. Immigration should be about quality, not quantity.
Identity Attack0.08583717
Insult0.03710241
Profanity0.022013342
Threat0.008039144
Severe Toxicity0.0037002563
Low Tox 0.11305673 Constructive 0.764 Personal_Narrative
Sep 30, 2025 173 likes IRCC Names India in Study …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is …
Spent my first 21 years in Brampton and in that time it grew in population and decayed in culture. I will likely never move back. And if you are curious about why Btowns driving is so awful, go look at the local dmv... you might find something there.
Identity Attack0.0102854045
Insult0.06267534
Profanity0.016889455
Threat0.007197669
Severe Toxicity0.0018310547
Low Tox 0.112643376 Constructive 0.674 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
I'm from Canada I think it's so funny u found out how terrible they drive in Brampton highest insurance rates in Ontario 😂😂😂
Identity Attack0.024801146
Insult0.045593183
Profanity0.017299367
Threat0.0064532873
Severe Toxicity0.0022125244
Low Tox 0.11181668 Constructive 0.553 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got …
how much taxes do they pay? I was in California and they don't have to get a license but they drive cars with no plates on them. In taxachusetts i know a guy who got in an accident with a truck that was driven by an illegal...he did not have a license and they let him go...the company that owned the truck paid. They get more benefits than us and they pay no taxes. I was unemployed once and had no health care. every place I applied refused me health care so at the end of the year I had to pay a penalty for each month I didn't have health care. What penalty do they pay? I am discriminated against for being a poor white american citizen. This country is a joke and I wish I was never born here.
Identity Attack0.033784978
Insult0.046178754
Profanity0.021535112
Threat0.007974415
Severe Toxicity0.0031852722
Low Tox 0.11171334 Constructive 0.694
Oct 7, 2018 2 likes How much do refugees and …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the …
This is what gets me, I’m an immigrant. I came from a place where we speak a broken dialect of English. As part of my processing, I had to demonstrate my ability to speak the queen’s english. To work, the expectation is you’re able to communicate effectively with whoever you’re interfacing. These folks come here, make zero attempt to improve or learn English or French - the national languages. They go home after the day is done, revert to their native tongue. How would you ever perfect something like a language without some degree practice and immersion? And they do this with their generations. The 1st and sometimes 2nd generation kids will speak their native tongue first, before learning English or French. It’s like the language they should speak to effectively work and live in Canada is an accessory. The govt at all levels encourage this by having driving tests and forms in other languages. And don’t get me started on the pockets - Brampton for example. The politicians kowtow to the voters and give in to them having huge temples, and nonstandard shopping complexes. It’s a running joke how many Indians will be living in the same house, renting from other Indians collecting money under the table in completely unsanctioned and illegal rental scenarios. Companies set up by Indians, to service Indians. So they don’t even care to present as Canadian business with English / French. I’m in the midst of charting my family’s exit from Canada. It’s become something entirely unrecognizable. Where those who know how to game the system get ahead, those of us who play the rules - stay behind. I’ve worked my way up to being upper middle class. I’m about done paying for Indian “students” who later claim to be refugees. Who are now claiming to be in gay relationships, to support their refugee cases. It’s all a joke.
Identity Attack0.06431354
Insult0.035443626
Profanity0.026317406
Threat0.0073789097
Severe Toxicity0.0031089783
Low Tox 0.11161 Constructive 0.681 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Huh I thought this part footage was from India because the tuk tuk colour then I realised its Canada because they drive on the right side of the road 😂🙄 14:56
Huh I thought this part footage was from India because the tuk tuk colour then I realised its Canada because they drive on the right side of the road 😂🙄 14:56
Identity Attack0.09162762
Insult0.026315894
Profanity0.02522431
Threat0.008155655
Severe Toxicity0.0037956238
Low Tox 0.11129999 Moderate Con 0.394 Humor_Satire
Feb 21, 2026 Inside Canada's Indian Invasion...
it's funny that people that drive bad tells you people drive bad
it's funny that people that drive bad tells you people drive bad
Identity Attack0.007843546
Insult0.031917825
Profanity0.025907494
Threat0.007754337
Severe Toxicity0.002231598
Low Tox 0.11109332 Low Con 0.217 Humor_Satire
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.