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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

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.

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Active: "😂😂😂😂😂😂😂😂 welcome to 🇨🇦👈 where …" 262 comments · Page 9 of 11
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to Scamada!
Welcome to Scamada!
Identity Attack0.005956655
Insult0.017485369
Profanity0.020646973
Threat0.008815889
Severe Toxicity0.0020122528
Low Tox 0.048842013 Moderate Con 0.306 Humor_Satire
Sep 28, 2025 IRCC Names India in Study …
welcome to trickle-down economics and runaway capitalism. Neither liberal, NPD, or conservative is going to change it.
welcome to trickle-down economics and runaway capitalism. Neither liberal, NPD, or conservative is going to change it.
Identity Attack0.008694496
Insult0.020321451
Profanity0.011526455
Threat0.0077025536
Severe Toxicity0.0012779236
Low Tox 0.04760506 Low Con 0.158
Jan 17, 2026 Canada’s new rules in 2026
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Wow. We are just waking up. This is what happens went Ottawa was asleep for 10 years. We don’t need a border, everyone welcome, just come on in!
Identity Attack0.01274247
Insult0.018452216
Profanity0.0118680475
Threat0.0074954215
Severe Toxicity0.0016021729
Low Tox 0.045873325 Moderate Con 0.347 Policy_Critique
Jan 20, 2026 1 likes Why Canada’s immigration system has …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, …
Immigration is a federal responsibility, not provincial and Canada should remain a welcoming country to all immigrants imo, but, if you're here on a work or student visa, newcomers should have to prove employment, training, full-time enrollment, and residency on a quarterly basis. It would drastically limit people becoming ghosts in the system. Refugees and asylum seekers should be allowed 1 appeal only and removed immediately if their claim has been denied. A 90-day grace period should be enacted to get their paperwork and affairs in order. If you're here for a better life, steps should be taken to ensure you're actively trying to accomplish that goal until citizenship is granted. Jmho.
Identity Attack0.024198212
Insult0.018323302
Profanity0.012107162
Threat0.008712323
Severe Toxicity0.0018596649
Low Tox 0.045625936 Constructive 0.697 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
welcome to CanIndia
welcome to CanIndia
Identity Attack0.02439919
Insult0.016936934
Profanity0.026590679
Threat0.009540852
Severe Toxicity0.0040245056
Low Tox 0.045378547 Moderate Con 0.405
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
Canadians have always tried to be polite and welcome immigrants. People came here for a peaceful safe lifestyle and future but our leaders have allowed too many too fast and overwhelmed the system. Many immigrants …
Canadians have always tried to be polite and welcome immigrants. People came here for a peaceful safe lifestyle and future but our leaders have allowed too many too fast and overwhelmed the system. Many immigrants that have arrived now don’t want a Canadian lifestyle they want to replace it with the system they left behind. Our leaders seem to support this and want working Canadians to pay for it. This is the anger that is festering as leaders ignore our concerns
Identity Attack0.026609946
Insult0.018452216
Profanity0.009698936
Threat0.006492125
Severe Toxicity0.001077652
Low Tox 0.045378547 Constructive 0.72
Aug 25, 2025 142 likes Why Canadians Are Turning Against …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be …
The issue is not an influx of any particular culture, nationality, or race. The issue is a lack of prosecution for immigration infractions. If you are in Canada legally, you have every right to be made to feel as welcome as any other Canadian. If you have overstayed a visa, or do not have legal cause to be here, deportation on your own dollar.
Identity Attack0.025404079
Insult0.013174911
Profanity0.010108846
Threat0.0074954215
Severe Toxicity0.0012016296
Low Tox 0.042657252 Constructive 0.535 Policy_Critique
Oct 11, 2025 Inside Canada's Indian Metropolis (Brampton)
Welcome to England
Welcome to England
Identity Attack0.019676208
Insult0.012718908
Profanity0.021808386
Threat0.008738215
Severe Toxicity0.002937317
Low Tox 0.0414203 Moderate Con 0.431 Comparative_Framing
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
As a real Canadian Native American I welcome Indian people
As a real Canadian Native American I welcome Indian people
Identity Attack0.029660052
Insult0.0129089095
Profanity0.019143965
Threat0.0073918556
Severe Toxicity0.0023555756
Low Tox 0.041172907 Constructive 0.513 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to …
The guy at 2:05 is the kind of people we want and welcome here. A smart, respectful man. Yes, you assimilate to our culture just as I would assimilate to yours if I moved to your country. 🇨🇦 ❤
Identity Attack0.021585498
Insult0.012794908
Profanity0.021603432
Threat0.008414571
Severe Toxicity0.0024795532
Low Tox 0.03969839 Constructive 0.775 Solidarity
Jan 27, 2026 26 likes Inside Canada's Indian Invasion...
Hahah welcome to Canada
Hahah welcome to Canada
Identity Attack0.01857083
Insult0.014960921
Profanity0.016172111
Threat0.0066086366
Severe Toxicity0.0019073486
Low Tox 0.039462693 Moderate Con 0.432 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a …
Canada benefits a lot from immigration, and it’s one of the main reasons the country actively encourages newcomers. Here’s a breakdown in simple terms: ✅ Benefits of Immigration for Canada Population Growth Canada has a low birth rate, so without immigrants, the population would shrink. Immigration helps keep the workforce young and growing. Economic Growth Newcomers fill jobs, start businesses, and pay taxes. Skilled immigrants help in industries facing shortages (healthcare, tech, trucking, etc.). Diversity & Innovation Different backgrounds bring new ideas, cultural exchange, and global connections. Many successful Canadian companies were started by immigrants. Support for Aging Population Canada has many retirees. Immigrants contribute to pension plans and healthcare systems, supporting older generations. Global Reputation Canada is seen as a welcoming, multicultural country, which boosts tourism, trade, and international partnerships. ⚠️ Challenges (but still manageable) Housing demand increases
Identity Attack0.019877186
Insult0.017012933
Profanity0.012277958
Threat0.0068999166
Severe Toxicity0.0015926361
Low Tox 0.03875561 Constructive 0.672
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent …
I do love canada and its culture. Even as a immigrant I had a blessing to be in a country that welcomed people. Now its getting to worst part of being that welcoming. In recent years I have seen and felt the humiliation I even faced even after becoming PR of this country. That jobless problem is real, very real. PM carney has to do something really serious real fast or I don’t wanna say it, you got it by now. Tc fellas.
Identity Attack0.010655383
Insult0.018581128
Profanity0.01084327
Threat0.006550381
Severe Toxicity0.001077652
Low Tox 0.03781283 Constructive 0.739 Personal_Narrative
Aug 24, 2025 12 likes Why Canadians Are Turning Against …
indians are very friendly people and welcoming
indians are very friendly people and welcoming
Identity Attack0.028418748
Insult0.012870909
Profanity0.023106437
Threat0.008764107
Severe Toxicity0.0027275085
Low Tox 0.03734144 Moderate Con 0.427
Oct 6, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Check on the root cause… welcome to India!
Check on the root cause… welcome to India!
Identity Attack0.019374741
Insult0.012490907
Profanity0.014703264
Threat0.008582866
Severe Toxicity0.0021457672
Low Tox 0.03592727 Moderate Con 0.369 Comparative_Framing
Aug 26, 2025 Why Canadians Are Turning Against …
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting. I thought it was a great way to welcome you before you struggle with communicating your order.
I noticed the A&W drive-thru (fast food) started using a pre-recorded English greeting. I thought it was a great way to welcome you before you struggle with communicating your order.
Identity Attack0.006178642
Insult0.016100928
Profanity0.012722028
Threat0.0073918556
Severe Toxicity0.0011253357
Low Tox 0.034748793 Constructive 0.636 Humor_Satire
Feb 7, 2026 Inside Canada's Indian Invasion...
Welcome to CHINDIA a new Indian state.
Welcome to CHINDIA a new Indian state.
Identity Attack0.021786476
Insult0.013174911
Profanity0.016889455
Threat0.008764107
Severe Toxicity0.0032615662
Low Tox 0.034277402 Low Con 0.235
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth …
I feel bad that many of these people were given false hope, but this reduction was needed. In the early 2020's immigration levels reached levels that were simply too high. We had a population growth rate similar to Sudan. It strained our education, health care and prevented young people from getting jobs. We are a nation that welcomes immigration, but it cannot be at a level beyond our capacities.
Identity Attack0.014048826
Insult0.013896915
Profanity0.01261955
Threat0.006977591
Severe Toxicity0.0010251999
Low Tox 0.034277402 Constructive 0.764 Moral_Argument
Feb 12, 2026 2 likes Canada's tighter immigration policy divides …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses …
Good the more immigrants that leave the better it will be for Canada they come here for a better life for safety for this for that they're all set up by the government giving houses cars don't have to worry about nothing it's all provided for them through the taxpayers money well the real Canadians are living out on the streets and eating out of garbage bins I don't have a bed or a roof over their heads due to the immigrants coming into our country then they come into our country in protest terrorist actions destroy our buildings are statues our churches block our streets hospitals shopping malls an etcetera they disrespect our rules and regulations and think they can voice their opinion on everything and get away with it they come here most of them with a green card as a visitor from another land overseas and yes they think they're a real Canadian but never contribute never done nothing for the country but just take from the real Canadians that made the country to what it is today and it's all government doing before they give a house or car or anything that they get the immigrants get if you're standing alongside of one peppermint will give it to the immigrant faster than what they'll give to a real Canadian they're more or less told to sleep on the streets and eat out of garbage bins because he's immigrants deserve nothing but the best in our country we have to show them that they are welcomed no they're not welcome anymore Canadian should come first not somebody that came in on a boat or an airplane from another country and overseas it's a government can't look after their own then they shouldn't be in the government because our prime minister is supposed to be protecting the real Canadians not the ones that are coming in over our borders I wonder if that's ever going to change probably not because they still need these foreigners votes just stay in the position where they're at Canada has become a very undeveloped country now in Canada has been put into a lot of danger due to the terrorism that's in our country from the people that they bought in our country from overseas I mean just look at all the protesting from the palestines and Hamas people what they've done so far to Canada we see it on the news just about every day ask for their rights anyways I can keep going on but it's not worth my time tomorrow is never promised it's just that I know Canada is sinking and sinking fast due to our government and their policies but when it sinks do you think the government's going to stand on board and go down with the ship nope I'll be in another country safe and sound
Identity Attack0.014712535
Insult0.008164782
Profanity0.00007872977
Threat0.0002559232
Severe Toxicity0.0000045725806
Low Tox 0.034101393 Fear_Threat
May 6, 2025 1 likes
According to Matthew 25:31-46, we Westerners have to welcome the stranger. It is our duty, not optional. No asylum claim on the part of the stranger is required. The conservatives should know this duty.
According to Matthew 25:31-46, we Westerners have to welcome the stranger. It is our duty, not optional. No asylum claim on the part of the stranger is required. The conservatives should know this duty.
Identity Attack0.019676208
Insult0.011730902
Profanity0.009681856
Threat0.006433869
Severe Toxicity0.00088214874
Low Tox 0.034041706 Moderate Con 0.429 Moral_Argument
Feb 25, 2026 'We do know that there's …
As a indigenous here, I always laugh, you're all welcome let's be fair, we're all people. Respect each other
As a indigenous here, I always laugh, you're all welcome let's be fair, we're all people. Respect each other
Identity Attack0.018470341
Insult0.011540901
Profanity0.021808386
Threat0.0073789097
Severe Toxicity0.0017166138
Low Tox 0.034041706 Constructive 0.682 Solidarity
Aug 30, 2025 1 likes Why Canadians Are Turning Against …
No liberals welcome in america
No liberals welcome in america
Identity Attack0.0031384903
Insult0.012933317
Profanity0.00007817668
Threat0.00023893506
Severe Toxicity0.0000025344596
Low Tox 0.033451177 Identity_Assertion
Apr 15, 2025
Come to the England 🇬🇧 my Canadian people your all welcome
Come to the England 🇬🇧 my Canadian people your all welcome
Identity Attack0.016058605
Insult0.011084898
Profanity0.018392462
Threat0.008453408
Severe Toxicity0.0022411346
Low Tox 0.032863233 Moderate Con 0.449 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower …
Issue is. We are not hearing enough feedback from the average Canadian. The Canadians who dont face hardship and issues welcome all the new into Canada. I will bet that the average Canadian ( lower to middle class ) would say things are fine and if we took a moment to get opinions in a couple cities or even towns in Canada ( Ontario specifically) and ask the lower to middle class we will see just how negative the impact is on us.
Identity Attack0.017967897
Insult0.0142009165
Profanity0.009920971
Threat0.006162008
Severe Toxicity0.00084400177
Low Tox 0.032863233 Constructive 0.75
Aug 31, 2025 8 likes Why Canadians Are Turning Against …

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.