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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: "You're on your own now …" 1,066 comments · Page 38 of 43
"How corporate media betrayed the principles of journalism for ratings that massage the political ego of their owner." Is a much more compelling story that has waaay bigger ramifications then the slop you're discussing.
"How corporate media betrayed the principles of journalism for ratings that massage the political ego of their owner." Is a much more compelling story that has waaay bigger ramifications then the slop you're discussing.
Identity Attack0.0027378413
Insult0.028502205
Profanity0.012073003
Threat0.0061296434
Severe Toxicity0.0007534027
Low Tox 0.054037213 Low Con 0.299
Jun 25, 2025 1 likes How Canada broke its immigration …
“When you’re accustomed to privilege, equality feels like oppression.”
“When you’re accustomed to privilege, equality feels like oppression.”
Identity Attack0.01191331
Insult0.020450363
Profanity0.011714331
Threat0.0068999166
Severe Toxicity0.0010633469
Low Tox 0.05354243 Moderate Con 0.314 Moral_Argument
Feb 5, 2026 4 likes Inside Canada's Indian Invasion...
The duality is interesting. I live in an area with a high Indian population but they're very friendly and hard-working. They're a big factor as to why the area is the highest median salary in …
The duality is interesting. I live in an area with a high Indian population but they're very friendly and hard-working. They're a big factor as to why the area is the highest median salary in the state. It's more so a people thing, not a race thing..
Identity Attack0.048737846
Insult0.014314918
Profanity0.01764096
Threat0.0064015044
Severe Toxicity0.0018119812
Low Tox 0.05255287 Constructive 0.779
Jan 27, 2026 Inside Canada's Indian Invasion...
I wanna be friends with the Bike guy because I feel him! We’re all tired!
I wanna be friends with the Bike guy because I feel him! We’re all tired!
Identity Attack0.006696612
Insult0.017549826
Profanity0.025770858
Threat0.009722093
Severe Toxicity0.0023078918
Low Tox 0.05255287 Constructive 0.526 Solidarity
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
I've read India has the biggest number of unemployed men under 50ty. No wonder why they're moving to different countries despite the fact the life is easier in India, like he said.
Identity Attack0.04667538
Insult0.016556932
Profanity0.011936366
Threat0.006763986
Severe Toxicity0.0015830994
Low Tox 0.051563308 Constructive 0.636 Comparative_Framing
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
Cancel all the applications. We're full.
Cancel all the applications. We're full.
Identity Attack0.0033298072
Insult0.012490907
Profanity0.015728042
Threat0.011922873
Severe Toxicity0.001821518
Low Tox 0.050573748 Low Con 0.295 Call_To_Action
Feb 17, 2026 Why Canada’s immigration system has …
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)
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada …
Its always always about attracting "doctors and engineers" whereas the overwhelming majority of Immigrants that I encounter here in AB is from low income groups. Besides of that having a degree from outside of Canada might help you to enter the country but has no practical value inside of it. All the engineers that I know here had to re-study in Canada again.
Identity Attack0.035331827
Insult0.019161236
Profanity0.010296722
Threat0.0059775305
Severe Toxicity0.0011777878
Low Tox 0.050078966 Constructive 0.719
Nov 26, 2025 Quebec Ends Economic Immigration Program …
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens. If voters cared about the justice system, they wouldnt have re elected the same government.
Dont worry, the courts will make sure they arent punished for their crimes and all become full citizens. If voters cared about the justice system, they wouldnt have re elected the same government.
Identity Attack0.005660672
Insult0.023093075
Profanity0.012312118
Threat0.008272167
Severe Toxicity0.0011444092
Low Tox 0.049584184 Low Con 0.218 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
We’re genuinely so cooked
We’re genuinely so cooked
Identity Attack0.006770608
Insult0.015264924
Profanity0.031391226
Threat0.009540852
Severe Toxicity0.0034713745
Low Tox 0.049336795 Moderate Con 0.435 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Over 250,000 affordable houses gone and counting and they’re not building enough affordable housing for the elderly the poor and the disabled
Over 250,000 affordable houses gone and counting and they’re not building enough affordable housing for the elderly the poor and the disabled
Identity Attack0.022992345
Insult0.019161236
Profanity0.010740792
Threat0.006084333
Severe Toxicity0.0015163422
Low Tox 0.048594624 Moderate Con 0.359
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
They’re in Brampton Caledon …. Dancing by the their temples🎉😂 , on scooter bikes around the GTA🎉😂
They’re in Brampton Caledon …. Dancing by the their temples🎉😂 , on scooter bikes around the GTA🎉😂
Identity Attack0.013847848
Insult0.016784932
Profanity0.016957775
Threat0.008815889
Severe Toxicity0.002336502
Low Tox 0.04785245 Low Con 0.249
Sep 29, 2025 IRCC Names India in Study …
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Identity Attack0.0029968263
Insult0.026444806
Profanity0.01354185
Threat0.0065633263
Severe Toxicity0.0011396408
Low Tox 0.04785245 Moderate Con 0.392 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
They're not here to take part. They're here to take over.😊
They're not here to take part. They're here to take over.😊
Identity Attack0.005364689
Insult0.018323302
Profanity0.0138151245
Threat0.009722093
Severe Toxicity0.0015735626
Low Tox 0.04735767 Low Con 0.173 Fear_Threat
Feb 6, 2026 Inside Canada's Indian Invasion...
I know I work with them and they're ready to take my job😢
I know I work with them and they're ready to take my job😢
Identity Attack0.008953481
Insult0.015796926
Profanity0.020920247
Threat0.010188141
Severe Toxicity0.0019168854
Low Tox 0.046368107 Moderate Con 0.477
Nov 21, 2025 Quebec Ends Economic Immigration Program …
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
🇨🇦IF you’re Canadian and struggling to find employment, post a video of yourself, your education level, your last job and THEN list companies you have applied to and have not heard back from.
Identity Attack0.025002124
Insult0.015796926
Profanity0.011031146
Threat0.006738094
Severe Toxicity0.0013828278
Low Tox 0.046120718 Constructive 0.576 Call_To_Action
Jan 6, 2026 13 likes Canada’s new rules in 2026
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have …
as an Indian i believe Canada should do something to fix this issue because not only is this destroying the somewhat good reputation we had, its also rendering people unable to find jobs. I have some good friends who are living in Canada(they're canadian) and are drastically searching for a job they're overqualified for which just breaks my heart
Identity Attack0.021585498
Insult0.018774498
Profanity0.01309778
Threat0.0074954215
Severe Toxicity0.0011825562
Low Tox 0.045873325 Constructive 0.741 Personal_Narrative
Feb 5, 2026 Inside Canada's Indian Invasion...
C'mon, they're easy to find they all work in the fast food industry B.C is invaded with so-called temporary students
C'mon, they're easy to find they all work in the fast food industry B.C is invaded with so-called temporary students
Identity Attack0.008879486
Insult0.019741343
Profanity0.017094411
Threat0.0064079775
Severe Toxicity0.001335144
Low Tox 0.045625936 Moderate Con 0.358 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
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 …
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than …
Carney liberals have already voted against a conservative bill that would ban extortion convicts from claiming refugee status to avoid deportation. These guys ain't going anywhere. In fact, they're getting better health care coverage than the average Canadian tax payer
Identity Attack0.017264472
Insult0.02051482
Profanity0.01084327
Threat0.0064468146
Severe Toxicity0.0011110306
Low Tox 0.045131154 Moderate Con 0.356 Policy_Critique
Feb 18, 2026 1 likes Canadian immigration officers investigating hundreds …
Hilarious that NP does a report on this AFTER Trudeau steps down. You're 5 years too late.
Hilarious that NP does a report on this AFTER Trudeau steps down. You're 5 years too late.
Identity Attack0.0018683918
Insult0.025542418
Profanity0.010723713
Threat0.00675104
Severe Toxicity0.0009918213
Low Tox 0.044141594 Low Con 0.158 Meta_Commentary
Jun 21, 2025 11 likes How Canada broke its immigration …
You’re so right, They bring their back worded custom in this country
You’re so right, They bring their back worded custom in this country
Identity Attack0.020882076
Insult0.016024929
Profanity0.01354185
Threat0.0069516995
Severe Toxicity0.0015068054
Low Tox 0.044141594 Moderate Con 0.458
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
From iran re IRGC
From iran re IRGC
Identity Attack0.022992345
Insult0.014884921
Profanity0.019007329
Threat0.009437286
Severe Toxicity0.0027275085
Low Tox 0.0438942 Low Con 0.281 Meta_Commentary
Feb 18, 2026 Canadian immigration officers investigating hundreds …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is …
This gentleman told the truth. You're not to change the culture, you're to become part of it. All cultures have things that are good, wven great. To learn those great things from other cultures is ok. But this lady speaks the truth.
Identity Attack0.013244915
Insult0.020256994
Profanity0.012585391
Threat0.006272047
Severe Toxicity0.0011110306
Low Tox 0.0438942 Constructive 0.738 Moral_Argument
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Eventually we’re going to lose our already fragile identity and be simply pushed out. The takeover has already begun and has clearly swung in their favour. R.I.P the Canada I once knew and loved.
Identity Attack0.01374736
Insult0.016556932
Profanity0.010809111
Threat0.009955117
Severe Toxicity0.0015640259
Low Tox 0.043646812 Moderate Con 0.407 Fear_Threat
Jan 29, 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.