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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: "😂😂😂😂😂😂😂😂 welcome to 🇨🇦👈 where …" 262 comments · Page 8 of 11
I will never impose myself or want to be in a country were I am not welcome. This is like inviting someone for diner and then wanting a room at your house.
I will never impose myself or want to be in a country were I am not welcome. This is like inviting someone for diner and then wanting a room at your house.
Identity Attack0.04151922
Insult0.019419061
Profanity0.013678487
Threat0.006653947
Severe Toxicity0.0018882751
Low Tox 0.08479069 Constructive 0.506 Moral_Argument
Nov 21, 2025 98 likes Quebec Ends Economic Immigration Program …
welcome to Canindia
welcome to Canindia
Identity Attack0.043839492
Insult0.023221988
Profanity0.034397304
Threat0.010783645
Severe Toxicity0.00541687
Low Tox 0.08479069 Moderate Con 0.392 Humor_Satire
Sep 30, 2025 1 likes IRCC Names India in Study …
Welcome to Canindia
Welcome to Canindia
Identity Attack0.041261412
Insult0.023093075
Profanity0.034397304
Threat0.010964886
Severe Toxicity0.005340576
Low Tox 0.081625134 Moderate Con 0.372 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Overall good video. But balanced journalism shouldn't just be pitting people against each other. You're lucky the Indian and sikh community is so welcoming and ethical
Identity Attack0.04512853
Insult0.02012808
Profanity0.022013342
Threat0.010783645
Severe Toxicity0.0026512146
Low Tox 0.07845957 Constructive 0.673 Meta_Commentary
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Pretty simple to understand. When you go somewhere, you're being welcomed by the people there. You depend on their hospitality, but any place can only be so hospitable; eventually you wear out your welcome, and …
Pretty simple to understand. When you go somewhere, you're being welcomed by the people there. You depend on their hospitality, but any place can only be so hospitable; eventually you wear out your welcome, and that's happening with Indians very quickly. This is a universal pattern that happens in every country with mass immigration. You either respect a place and its original inhabitants, and show them gratitude for being there, or you prepare for conflict.
Identity Attack0.05976611
Insult0.019225692
Profanity0.014703264
Threat0.007637825
Severe Toxicity0.0019168854
Low Tox 0.07450261 Constructive 0.584
Oct 13, 2025 Inside Canada's Indian Metropolis (Brampton)
Welcome to Indian city of Canada😂!
Welcome to Indian city of Canada😂!
Identity Attack0.048995655
Insult0.020385906
Profanity0.02474608
Threat0.0074436385
Severe Toxicity0.003528595
Low Tox 0.07371122 Moderate Con 0.335
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Housing crisis is all that comes to mind. We don't have the infrastructure to welcome anyone else, period. Let alone the people who are here illegally under false pretenses.
Identity Attack0.0233943
Insult0.023866551
Profanity0.0113727385
Threat0.007068211
Severe Toxicity0.0012397766
Low Tox 0.069754265 Constructive 0.517 Economic_Argument
Oct 1, 2025 IRCC Names India in Study …
Haha Tyler welcome to my homeland
Haha Tyler welcome to my homeland
Identity Attack0.012943448
Insult0.021288296
Profanity0.026590679
Threat0.007909686
Severe Toxicity0.0029945374
Low Tox 0.06579731 Moderate Con 0.447 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if …
I'm pretty much exactly where that lady in the car is at. Enough to make rent, pay my monthly cell phone bill, and internet, but the rest? Not enough for food, no emergency funds if something breaks or needs replacing, etc. Can't even save and put money away. I sat down and balanced my budget, looking at what I could keep or toss. Figured out what to do for cheapening food costs as much as I could (without doing food bank), and the most I can afford for rent is $700 a month. That's basically a room in someone's house. That's it. As an Adult, I'm disgusted it's come to this. But what angers me MOST of all, is the Landlord's I gotta argue with. Surrey, BC used to be the cheap end of Vancouver. The welfare type housing, and low-income area. Then we had this huge book of Middle Eastern people come flying in at top speed, steam roll the community and make it theirs. They bought up all the cheap housing, ripped it down even though it was not that bad of a house, then built these custom 5-6 room mini mansions. The standards for the area skyrocketed, and the cost of their mortgage is likely also sky high because of what they built... So what do they do? Rent the rooms, force people 2 to a room with no privacy, and if you WANT a private room? Nearly $1000. Oh... And let's not forget the discrimination issues. If you're not going to temple or Gudwara, forget it. If you aren't pure vegetarian, forget it. And because all the other renters are "brown" and under 30yrs old, Adults are considered unwelcome. If you have a disability and don't work, you're automatically labelled a drug user (which isn't always truth). Even if you offer proof of income, and resources or phone numbers to call, they won't bother. Too much work. This sh*t needs to stop. I look in other cities near by, and it's happening in ALL OF THEM. I cant even relocate to get away from this crap. I'm done. I have no car to live out of, so that's not an option. I'm not a drug user, never will be but and all the shelters are now "low barrier". Screw that. So now what? Go back to work with a broken lower back?? Desk job search when I should be recovering and resting? Like, the suggestions are welcome, but be realistic. I'm in constant pain on heavy duty drugs to get by right now. No spouce. No parents or friends to leech off of. I feel utterly abandoned by our government.
Identity Attack0.004180758
Insult0.029714199
Profanity0.024951037
Threat0.006763986
Severe Toxicity0.0019836426
Low Tox 0.06579731 Constructive 0.775 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
Welcome to id$ots liberals canada 😊
Welcome to id$ots liberals canada 😊
Identity Attack0.037394293
Insult0.023221988
Profanity0.013302735
Threat0.008492245
Severe Toxicity0.0025177002
Low Tox 0.06500591 Low Con 0.26 Identity_Assertion
Jan 3, 2026 New rules, regulations take effect …
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
0:52 It should be more appropriate if “ But the first thing we saw in the city was this” car crashing with a background music of welcome to brampton.
Identity Attack0.004994711
Insult0.014162917
Profanity0.017299367
Threat0.019746035
Severe Toxicity0.002784729
Low Tox 0.06263174 Low Con 0.294
Sep 30, 2025 Inside Canada's Indian Metropolis (Brampton)
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, …
I am concerned about the comments here! Right now we need to welcome people from the US escaping ICE! We need to be humane! I agree that we need to be discerning to risky people, and there needs to be limits. But this is an emergency situation! We need to help good people who are at risk and just wanting a better life! How would you like to be in their shoes?? It would be scary! Lets be the safe place to land for these good people!! Even though I am tenth generation Canadian, we are all immigrants except for the First Nations People.
Identity Attack0.024600167
Insult0.024640027
Profanity0.01627459
Threat0.0077025536
Severe Toxicity0.0018310547
Low Tox 0.06104896 Constructive 0.859
Dec 29, 2025 Deportations From Canada at Their …
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these …
There’s no housing crisis, only an over immigration crisis disguised as other crises. There are over 500,000 illegal immigrants in Canada and 4.9 million immigrant visas expiring by the end of 2025. If all these people were removed from Canada there would be no housing crisis, no shortage of doctors, no shortage of anything. Immigration crisis solved. You’re welcome.
Identity Attack0.033527173
Insult0.017356457
Profanity0.010228404
Threat0.0097738765
Severe Toxicity0.0020694733
Low Tox 0.059727192 Moderate Con 0.404
Jul 23, 2025 1 likes How Canada broke its immigration …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and Brampton (Indian), Richmond, Burnaby and Markham (Chinese) and Vaughan (Italian). It's really funny cos Canadians that come to Australia like to lecture us on how welcoming and mixed Canada is when Canadian society is far more segregated than ours.
Identity Attack0.04693319
Insult0.019419061
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0015258789
Low Tox 0.057748068 Constructive 0.782
Sep 28, 2025 285 likes Inside Canada's Indian Metropolis (Brampton)
Mass deportation by STOP government funding. Would welcome help from U.S. with I.C.E.
Mass deportation by STOP government funding. Would welcome help from U.S. with I.C.E.
Identity Attack0.018369852
Insult0.013820915
Profanity0.00995513
Threat0.008919456
Severe Toxicity0.0015735626
Low Tox 0.05750068 Moderate Con 0.472 Call_To_Action
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
well Canada is big, so the rest of Canada can welcome them, instead of just pointing the finger and not taking action. If the rest of Canada would have help Quebec that wouldn't be happening. …
well Canada is big, so the rest of Canada can welcome them, instead of just pointing the finger and not taking action. If the rest of Canada would have help Quebec that wouldn't be happening. But why doing something before it explode huh!?!
Identity Attack0.010729378
Insult0.020256994
Profanity0.0128245065
Threat0.012233571
Severe Toxicity0.0018405914
Low Tox 0.05725329 Constructive 0.544
Nov 26, 2025 Quebec Ends Economic Immigration Program …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some …
The truck drivers. Just handing out az licences. The Tim hortons debacle. I think it’s a beautiful culture historically. I have made many East Indian and other immigrant friends in my 53 years. It’s some of the new immigrants policies that are causing issues. At the end of the day I welcome all who come here legally and with good intentions.
Identity Attack0.04023018
Insult0.01767874
Profanity0.011253181
Threat0.0065697995
Severe Toxicity0.0014209747
Low Tox 0.05651112 Constructive 0.771
Oct 6, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
1:55 these are the guys we want and used to get here. We welcomed them.
1:55 these are the guys we want and used to get here. We welcomed them.
Identity Attack0.019475231
Insult0.018065477
Profanity0.025634222
Threat0.010835429
Severe Toxicity0.003376007
Low Tox 0.056016337 Moderate Con 0.465 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is …
I don’t disagree that people on a student visa should go back once the visa expires. a lot of responsibility falls on IRCC and immigration/ government to actually have everything regulated and documented. IRCC is impossible to get a hold of. Applications open people apply.. they get in and then the government forgets about them… the students and work permit people once they land have no idea what is going on. No place to live.. mental health.. tons or restrictions. Don’t invite guest for a sleep over if there is not extra bed in your house. Say the guest then decides they can just sleep on floor or sofa and you keep letting it happen over and over with no boundaries but also just say that they are not welcome. So again it’s the person who invites the guest who is responsible for clear cut communication, deadlines etc
Identity Attack0.010433395
Insult0.026444806
Profanity0.017162729
Threat0.0071199946
Severe Toxicity0.0015640259
Low Tox 0.056016337 Constructive 0.766 Policy_Critique
Oct 1, 2025 IRCC Names India in Study …
Welcome to new India 😂😂😂
Welcome to new India 😂😂😂
Identity Attack0.04177703
Insult0.017420914
Profanity0.025087673
Threat0.010110466
Severe Toxicity0.0044059753
Low Tox 0.055521555 Moderate Con 0.305 Humor_Satire
Oct 20, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Welcome to America Alberta and all conservative ppl from the failed state of canada
Welcome to America Alberta and all conservative ppl from the failed state of canada
Identity Attack0.003862237
Insult0.034872442
Profanity0.000120081626
Threat0.00028181527
Severe Toxicity0.0000028187105
Low Tox 0.054697383 Identity_Assertion
Apr 15, 2025
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when …
I don't know how every day Canadians are expected to fix this mess when our wealthy, well connected ppl can't. Based on the last two elections - voting isn’t going to fix it either when elections are being rigged and infringed upon. I love my Country but I would welcome being the 51 st state right now because I am so discouraged and see no hope or change on the horizon.
Identity Attack0.014551271
Insult0.02567133
Profanity0.01309778
Threat0.0067445673
Severe Toxicity0.0012683868
Low Tox 0.054531995 Constructive 0.658 Policy_Critique
Feb 24, 2026 LILLEY UNLEASHED: The fall of …
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
“I can’t say. I’m a student worker”. Welcome to Canada where people are afraid to speak frankly.
Identity Attack0.01857083
Insult0.023866551
Profanity0.010040528
Threat0.006097279
Severe Toxicity0.0013160706
Low Tox 0.05378982 Moderate Con 0.461 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Welcome to a more expensive liberal new year....
Welcome to a more expensive liberal new year....
Identity Attack0.008657498
Insult0.022770792
Profanity0.010928668
Threat0.007327127
Severe Toxicity0.0013542175
Low Tox 0.05255287 Low Con 0.267
Jan 3, 2026 New rules, regulations take effect …
Tyler, welcome to Brampton, the city I unfortunately call home.
Tyler, welcome to Brampton, the city I unfortunately call home.
Identity Attack0.011469335
Insult0.022061773
Profanity0.011184863
Threat0.006763986
Severe Toxicity0.0014686584
Low Tox 0.051563308 Constructive 0.529 Personal_Narrative
Jan 27, 2026 1 likes 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.