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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: "It has to change. These …" 617 comments · Page 23 of 25
Demographic change should be taken very very seriously everywhere in the world
Demographic change should be taken very very seriously everywhere in the world
Identity Attack0.009693438
Insult0.009032886
Profanity0.017777596
Threat0.010421164
Severe Toxicity0.0020694733
Low Tox 0.030270588 Low Con 0.214 Fear_Threat
Nov 13, 2025 Inside Canada's Indian Metropolis (Brampton)
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
How things never change. Sifton was born into a modest blue collar family, became a politician and a minister of immigration and retired a millionaire on a civil servant salary!
Identity Attack0.0050317086
Insult0.01648093
Profanity0.010809111
Threat0.0059160385
Severe Toxicity0.0007724762
Low Tox 0.02968135 Constructive 0.555 Policy_Critique
Feb 17, 2026 1 likes LILLEY UNLEASHED: The fall of …
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening …
I certainly don’t have any problems with most of these people on an individual level. However when the demographic radically change and there is not enough infrastructure to support people and assimilation is not happening it becomes a severe impediment to a flourishing nation.
Identity Attack0.011987305
Insult0.011084898
Profanity0.012585391
Threat0.0069387536
Severe Toxicity0.0012207031
Low Tox 0.029092113 Moderate Con 0.474 Policy_Critique
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
You can complain about it or blame the newcomers many of which have contributed to these problems but the real solution is to force change in government policy so things can eventually start getting better
Identity Attack0.009545447
Insult0.012642908
Profanity0.012892825
Threat0.0073789097
Severe Toxicity0.0010538101
Low Tox 0.02873857 Moderate Con 0.461 Policy_Critique
Sep 14, 2025 How Canada broke its immigration …
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
I’ve lived in Brampton my whole life basically, if I were to show you my old class photos you can literally see the demographics changing year over year
Identity Attack0.008250522
Insult0.012034904
Profanity0.017572641
Threat0.007573096
Severe Toxicity0.0014591217
Low Tox 0.02826718 Moderate Con 0.462 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Play the game but for EVERY Tim Horton's and your answer will nit change that much.
Play the game but for EVERY Tim Horton's and your answer will nit change that much.
Identity Attack0.0017851467
Insult0.013896915
Profanity0.011475217
Threat0.007094103
Severe Toxicity0.00089645386
Low Tox 0.02826718 Moderate Con 0.383 Humor_Satire
Jan 28, 2026 Inside Canada's Indian Invasion...
They are working in garages, oil change places, under the table
They are working in garages, oil change places, under the table
Identity Attack0.0023863618
Insult0.014162917
Profanity0.012858666
Threat0.0066798385
Severe Toxicity0.0009870529
Low Tox 0.028031485 Moderate Con 0.312
Sep 29, 2025 3 likes IRCC Names India in Study …
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact …
This is why managing immigration is very important. Rapid demographic change is very disruptive. it's the government's job to manage the flow of immigration better. Of course the Canadian government under Trudeau did the exact opposite of that.
Identity Attack0.00880549
Insult0.013516913
Profanity0.009442741
Threat0.0061749537
Severe Toxicity0.00071048737
Low Tox 0.02779579 Constructive 0.584
Sep 24, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
First, it was climate change then Covid those failed now it’s gonna be electricity, food or water myself. I’m gonna go with the water first all part of the world, economic forms plan.
First, it was climate change then Covid those failed now it’s gonna be electricity, food or water myself. I’m gonna go with the water first all part of the world, economic forms plan.
Identity Attack0.0030338243
Insult0.012604907
Profanity0.01261955
Threat0.0069905366
Severe Toxicity0.0012397766
Low Tox 0.027677942 Moderate Con 0.457
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
I am retired and people come to this country. never worked a day in their life in canada and received more money than i am. Something has to change.
I am retired and people come to this country. never worked a day in their life in canada and received more money than i am. Something has to change.
Identity Attack0.011839314
Insult0.012566907
Profanity0.009570839
Threat0.0060196044
Severe Toxicity0.0008869171
Low Tox 0.026735162 Moderate Con 0.449
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Thank you for doing a video on this!! I’m Canadian and I I love everyone, but this is really what Canada is like now…. It’s changed a lot.
Identity Attack0.014752249
Insult0.0113889
Profanity0.014874061
Threat0.007883795
Severe Toxicity0.0017356873
Low Tox 0.026617315 Constructive 0.603 Fear_Threat
Feb 9, 2026 2 likes Inside Canada's Indian Invasion...
When came as a 5 year old 50+ yars ago my family and I were accused of not assimilating so not much has changed. I've got kids half my age telling me to assimilate
When came as a 5 year old 50+ yars ago my family and I were accused of not assimilating so not much has changed. I've got kids half my age telling me to assimilate
Identity Attack0.008435511
Insult0.010666896
Profanity0.01627459
Threat0.0069516995
Severe Toxicity0.0012207031
Low Tox 0.026499467 Constructive 0.586 Personal_Narrative
Oct 1, 2025 Inside Canada's Indian Metropolis (Brampton)
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
WE HAVE A LOT OF ISSUES AND CONCERNS TO FIX AND ADDRESS IN OUR COUNTRY, INFLATION, LOTS OF PROTEST STRIKES, AND MORE, CANADIAN FIRST, CANADIAN ECONOMY, IMMIGRATION MUST CHANGE ASAP,
Identity Attack0.012541492
Insult0.0103248935
Profanity0.009195087
Threat0.0067963502
Severe Toxicity0.0011587143
Low Tox 0.026263772 Moderate Con 0.401
Oct 17, 2025 IRCC Names India in Study …
Why are they using the term slash for PR when the change is minuscule.
Why are they using the term slash for PR when the change is minuscule.
Identity Attack0.003884775
Insult0.012490907
Profanity0.015044857
Threat0.0071588317
Severe Toxicity0.001077652
Low Tox 0.026263772 Low Con 0.208
Jan 3, 2026 182 likes New rules, regulations take effect …
Bruh i changed my VPN to Canada so i could access 🌽, i was wondering why their homepage was 90% desi content. This video now answered that question 😂
Bruh i changed my VPN to Canada so i could access 🌽, i was wondering why their homepage was 90% desi content. This video now answered that question 😂
Identity Attack0.010063417
Insult0.011236899
Profanity0.017367685
Threat0.0072882893
Severe Toxicity0.0014877319
Low Tox 0.026263772 Moderate Con 0.351 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
How about paying your workers a living wage? I refuse to believe you can't find people to change tires.
How about paying your workers a living wage? I refuse to believe you can't find people to change tires.
Identity Attack0.00207188
Insult0.013516913
Profanity0.010091767
Threat0.006246155
Severe Toxicity0.0006246567
Low Tox 0.026145924 Moderate Con 0.373 Economic_Argument
Feb 11, 2026 47 likes Canada's tighter immigration policy divides …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is …
All international students are required to provide documents and statement letters in their student visa applications to prove that they intend to return to their home countries after their studies. The only thing that is expected (not guaranteed in any way) is a post-graduation work permit to give them a chance to acquire Canadian work experience and have enough points to apply for permanent residency if they choose to. The government should only be responsible for those who were already selected and approved for residency before changes to the regulations. All future applicants should be evaluated based on the latest changes. That is not new, and all current immigrant citizens had to adapt to the changes to requirements back in their time as well.
Identity Attack0.008250522
Insult0.013820915
Profanity0.011184863
Threat0.0063626673
Severe Toxicity0.0008869171
Low Tox 0.025085296 Constructive 0.622 Policy_Critique
Jan 22, 2026 Why Canada’s immigration system has …
What will change? Nothing.
What will change? Nothing.
Identity Attack0.0023031165
Insult0.00979289
Profanity0.013166099
Threat0.007365964
Severe Toxicity0.001039505
Low Tox 0.024613906 Low Con 0.241 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost …
Pls come to Alberta. They working in fast foods and they using the bank account to receive the paycheck deposited to their friends or family which is permanent residence or Canadian. They change location almost every year.
Identity Attack0.00984143
Insult0.012148905
Profanity0.009681856
Threat0.0059937127
Severe Toxicity0.00084877014
Low Tox 0.024378212 Constructive 0.505 Unverified_Claim
Oct 2, 2025 IRCC Names India in Study …
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent …
I think your title is incorrect, no political party is advocating for more immigration at the moment. The people who are advocating for more migration now have their own personal agendas, this does not represent the country as a whole. The country is not falling apart because of changes in immigration laws.
Identity Attack0.00984143
Insult0.010552894
Profanity0.010091767
Threat0.006194372
Severe Toxicity0.0007009506
Low Tox 0.02402467 Constructive 0.638 Policy_Critique
Feb 12, 2026 1 likes Canada's tighter immigration policy divides …
Same thing is happening to the whole of Australia, something needs to change before it’s too late
Same thing is happening to the whole of Australia, something needs to change before it’s too late
Identity Attack0.00847251
Insult0.0096028885
Profanity0.012346277
Threat0.008789998
Severe Toxicity0.0012493134
Low Tox 0.023906821 Moderate Con 0.38 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not …
As a Canadian immigrant, I didn’t have any special treatments (given a job, medical and money to live here….). Anyone wants to live in Canada, should follow Canadian laws, regulations, and respect Canadians! Try not to change what Canada has.
Identity Attack0.013345404
Insult0.010362893
Profanity0.009903891
Threat0.005893383
Severe Toxicity0.00072956085
Low Tox 0.023671126 Constructive 0.667 Personal_Narrative
Aug 27, 2025 Why Canadians Are Turning Against …
Why do they call it Brampton? Needs a new name and change all street names please?
Why do they call it Brampton? Needs a new name and change all street names please?
Identity Attack0.005660672
Insult0.0105148945
Profanity0.011423977
Threat0.007249452
Severe Toxicity0.0010061264
Low Tox 0.02308189 Low Con 0.277 Identity_Assertion
Dec 15, 2025 Inside Canada's Indian Metropolis (Brampton)
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). …
Changes to immigration are welcome. In Quebec things are far more complicated as integration and language come into play. Most immigrants struggle to build a life in Canada due to expensive housing (renting or ownership). Canada was also accepting too many professional immigrants (engineering, business, consulting, IT, accounting) when we desperately need trades, construction workers and mechanics. The reduction in immigration and foreign students to sustainable levels is long overdue.
Identity Attack0.012842959
Insult0.010096892
Profanity0.00904991
Threat0.0060778605
Severe Toxicity0.0007867813
Low Tox 0.022846194 Constructive 0.721 Policy_Critique
Feb 11, 2026 Canada's tighter immigration policy divides …
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and …
Before u give Trudeau senior any credit , he was the one who started the change in Canada from a producer to a service country from bring in immigrants that produced in the 50’s and 60’s to bringing in low paying service jobs from the 70’s till now. This decline started 50 years ago
Identity Attack0.0071775843
Insult0.012946909
Profanity0.008938893
Threat0.005825418
Severe Toxicity0.0005698204
Low Tox 0.022256956 Moderate Con 0.468 Policy_Critique
Feb 20, 2026 3 likes LILLEY UNLEASHED: The fall of …

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.