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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: "But when was the last …" 395 comments · Page 13 of 16
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Trudeau said Canada's going to get a tan. Have you been asleep for the last ten years? What did you think that means.?
Identity Attack0.00449524
Insult0.02982438
Profanity0.012995303
Threat0.007327127
Severe Toxicity0.0014305115
Low Tox 0.06500591 Low Con 0.3
Jan 20, 2026 Why Canada’s immigration system has …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is hard to find work that matches their qualifications. This is the reality. Most immigrants end up doing physically demanding jobs, for low pay and often part-time, and this situation can last for years. Eventually, some start thinking about returning to their home country.This is what you need to know as a Canadian immigrant: this is the truth.
Identity Attack0.038683333
Insult0.023479814
Profanity0.012482914
Threat0.006641001
Severe Toxicity0.0016498566
Low Tox 0.063027434 Constructive 0.579 Personal_Narrative
Feb 6, 2026 1 likes How Canada broke its immigration …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is …
Many new immigrants face difficulties in finding a job. They often have to go back to school at their own expense. They hope for job opportunities, only to discover in the end that it is hard to find work that matches their qualifications. This is the reality. Most immigrants end up doing physically demanding jobs, for low pay and often part-time, and this situation can last for years. Eventually, some start thinking about returning to their home country.This is what you need to know as a Canadian immigrant: this is the truth.
Identity Attack0.038683333
Insult0.023479814
Profanity0.012482914
Threat0.006641001
Severe Toxicity0.0016498566
Low Tox 0.063027434 Constructive 0.579 Personal_Narrative
Feb 6, 2026 1 likes Why Canada’s immigration system has …
As a decedant of 1680 acadains that fleed my hometown brampton to a safe place, I approve of this message. I had the only canadain flag on my crescent until I took in down on …
As a decedant of 1680 acadains that fleed my hometown brampton to a safe place, I approve of this message. I had the only canadain flag on my crescent until I took in down on the last election eve. Im no longer proud of my country.
Identity Attack0.03919895
Insult0.020321451
Profanity0.010826191
Threat0.0068869707
Severe Toxicity0.0016593933
Low Tox 0.06184035 Constructive 0.648 Personal_Narrative
Aug 25, 2025 10 likes Why Canadians Are Turning Against …
Everything the Liberals touched over the last 10 years is now broken. Carney is a Century 100 advocate so I can’t see him fixing anything.
Everything the Liberals touched over the last 10 years is now broken. Carney is a Century 100 advocate so I can’t see him fixing anything.
Identity Attack0.009027477
Insult0.030265106
Profanity0.012277958
Threat0.006861079
Severe Toxicity0.0011730194
Low Tox 0.061444655 Moderate Con 0.34 Policy_Critique
Feb 17, 2026 17 likes LILLEY UNLEASHED: The fall of …
Anita Anand, jagmeet Singh, harjit Sajjan and all Indian decent MPs in the last ten years should be investigated
Anita Anand, jagmeet Singh, harjit Sajjan and all Indian decent MPs in the last ten years should be investigated
Identity Attack0.01565665
Insult0.030265106
Profanity0.019758832
Threat0.012596053
Severe Toxicity0.0025939941
Low Tox 0.06104896 Moderate Con 0.332 Call_To_Action
Sep 28, 2025 2 likes IRCC Names India in Study …
Nothing will last for long belive in that! Those who are taking over will come to an end!
Nothing will last for long belive in that! Those who are taking over will come to an end!
Identity Attack0.0049577127
Insult0.018581128
Profanity0.013336895
Threat0.014911477
Severe Toxicity0.0019073486
Low Tox 0.06104896 Low Con 0.219
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Bro this too real can somebody remember the last time a Canadian made your ice cap??
Identity Attack0.02821777
Insult0.0198058
Profanity0.011765569
Threat0.0070034824
Severe Toxicity0.001964569
Low Tox 0.055521555 Moderate Con 0.335 Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like …
I love how we have brought millions of new "skilled" Canadians into the country and they say there's not enough workers with skills to run our upcoming projects. With that big of backlog sounds like you need to shut the program down until you get caught up. This seems quite mis-managed, who was in charge for the last 10 years to let this spiral out of control so badly?
Identity Attack0.01565665
Insult0.025929155
Profanity0.011014067
Threat0.0067316215
Severe Toxicity0.0012397766
Low Tox 0.055274166 Constructive 0.677 Policy_Critique
Jan 21, 2026 Why Canada’s immigration system has …
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part …
(This can be viewed as assumptions but it's factual) Was at a A&W last night me and my fiancee were the only Canadians there... went to Walmart after.... Now sure I wasn't in every part of Walmart but I only seen one actual Canadian born worker... Sure it can be said it's assumption on my part but I am confident with my assumption based on what I saw. Our public transportation ( bus ) there's only 4 Canadians left. Now our busses speed, don't give time for people to get on safely.... accidents almost daily. And from what I heard there has to be a shuttle bus on standby because the new drivers just make false claims of accidents and issues so shuttle has to come and pick up the people on the bus to finish the route. Our rental market is far and thin. Our homeless is Canadians NOT foreign. And we are seeking illicit activities and mind altering chemicals to deal with the stress of life more and more each day. Concerns me my son and daughter have to grow up like this. I fear for them and their future in a country that I once believed in. I'm not racist I try my best to treat everyone fairly and equally. But Canada is changing and it's causing great impact we can't handle.
Identity Attack0.02138452
Insult0.024511116
Profanity0.015728042
Threat0.007832011
Severe Toxicity0.0019836426
Low Tox 0.054779384 Constructive 0.835
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
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 …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small …
love watching your videos, I am Canadian and live in the suburbs of Toronto. I was born in 1962. My first Indian experience came in a small high school 1976-1980 the school had a small Punjabi student population, the students for the most part were not hassled nor did they hassel back. My next and biggest Indian experience was a job from 1984-1991 I worked for an Indian family and got to see a portion of Toronto's Indian population. Culturally there were big differences however I enjoyed my experience working with them. My point being you say in your video 'sudden indian.' this is 2026 and I have been experiencing as have Canadians, the Punjabi culture for over 46 years so this is not a sudden or new occurance. And lastly as far as cultures from other countries go, having Hindu's or even Sihk's as neighbors is far better than other ethnic possibilities, so I do not have any issue with Punjabi Canadians! Anyhow continue your video just wanted to add my comment as I am living in Canada with Indians and want to express my opinion.
Identity Attack0.042292643
Insult0.020063626
Profanity0.021603432
Threat0.008311004
Severe Toxicity0.002632141
Low Tox 0.05378982 Constructive 0.888 Personal_Narrative
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
Common sense. Liberals just step aside and take your resume with your last pay check for a permanent vacation.
Identity Attack0.010211408
Insult0.025929155
Profanity0.011594773
Threat0.006602164
Severe Toxicity0.0010919571
Low Tox 0.05354243 Low Con 0.146 Policy_Critique
Feb 24, 2026 3 likes 'We do know that there's …
Last I heard Canadiens don’t have an issue with immigration and the current government is reviewing the process anyhow so what is your problem here right? Trump loving Toronto Sun
Last I heard Canadiens don’t have an issue with immigration and the current government is reviewing the process anyhow so what is your problem here right? Trump loving Toronto Sun
Identity Attack0.014752249
Insult0.021868404
Profanity0.011014067
Threat0.0060713873
Severe Toxicity0.0011396408
Low Tox 0.05131592 Moderate Con 0.326 Meta_Commentary
Mar 2, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Liberals are importing votes! They said they would slow down, but let 450 thousand immigrants last year. I am all for allowing immigration... at a rate that are infrastructure,schools and housing can handle .
Identity Attack0.025806036
Insult0.016860934
Profanity0.011714331
Threat0.006912862
Severe Toxicity0.0013446808
Low Tox 0.05131592 Constructive 0.708 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
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)
Indians are living there last 140+ years there
Indians are living there last 140+ years there
Identity Attack0.047190998
Insult0.014732921
Profanity0.02208166
Threat0.007935578
Severe Toxicity0.0023460388
Low Tox 0.049831573 Low Con 0.235 Comparative_Framing
Feb 22, 2026 1 likes Inside Canada's Indian Invasion...
only reason deportations are at an all time high is because they did zero deportations the last 10 years
only reason deportations are at an all time high is because they did zero deportations the last 10 years
Identity Attack0.022791367
Insult0.011920903
Profanity0.0137468055
Threat0.0074306927
Severe Toxicity0.0015735626
Low Tox 0.049584184 Low Con 0.146
Dec 26, 2025 Deportations From Canada at Their …
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Over 118,000 emigrated, 18,000 deported, lots of students and visa holders left. Over 300,000 deaths in Canada last year.
Identity Attack0.023595277
Insult0.012300906
Profanity0.010979908
Threat0.013113883
Severe Toxicity0.0020885468
Low Tox 0.049336795 Moderate Con 0.461
Dec 24, 2025 9 likes Deportations From Canada at Their …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in …
Hahaha I was born and raised in Brampton from birth in 1996-2020, and I still live in the general area (the GTA). VERY interested to see this video. Bramladesh sure has changed a lot in the last 30 years.
Identity Attack0.014852738
Insult0.015796926
Profanity0.028503597
Threat0.00814271
Severe Toxicity0.0025367737
Low Tox 0.049336795 Constructive 0.625 Humor_Satire
Feb 18, 2026 Inside Canada's Indian Invasion...
The question is, what is being done now to solve this Liberal made crisis? How much lasting damage will it do to Canada? Is it fixable?
The question is, what is being done now to solve this Liberal made crisis? How much lasting damage will it do to Canada? Is it fixable?
Identity Attack0.014249804
Insult0.01961243
Profanity0.010740792
Threat0.008362788
Severe Toxicity0.0014877319
Low Tox 0.04686289 Low Con 0.218 Policy_Critique
Jun 17, 2025 52 likes How Canada broke its immigration …
last upload 😹
last upload 😹
Identity Attack0.005438685
Insult0.014162917
Profanity0.02795705
Threat0.010654188
Severe Toxicity0.003604889
Low Tox 0.046368107 Moderate Con 0.399 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
🇨🇦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
That numbers a joke….last I heard there was over 40,000 outstanding immigration warrants in Torona alone.
That numbers a joke….last I heard there was over 40,000 outstanding immigration warrants in Torona alone.
Identity Attack0.015053716
Insult0.016860934
Profanity0.01174849
Threat0.0061878995
Severe Toxicity0.001039505
Low Tox 0.045873325 Moderate Con 0.42
Dec 26, 2025 Deportations From Canada at Their …
Economic growth has to keep up with immigration. Even a lot of AOC voters from the Bronx voted Trump in the last election after texas decided to send tens of thousands of migrants to NYC. …
Economic growth has to keep up with immigration. Even a lot of AOC voters from the Bronx voted Trump in the last election after texas decided to send tens of thousands of migrants to NYC. Everybody was complaining about the spike in crime
Identity Attack0.022791367
Insult0.015036922
Profanity0.010587076
Threat0.0066086366
Severe Toxicity0.001001358
Low Tox 0.045378547 Constructive 0.702
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)

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.