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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: "This is an example of …" 121 comments · Page 5 of 5
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Do Canadian expats go around mixing with other folks when they reside in for instance in Spain? I know, I’ve just taken that as an example, but it illustrates the point!😊
Identity Attack0.036620867
Insult0.018967867
Profanity0.010792031
Threat0.006051969
Severe Toxicity0.001335144
Low Tox 0.051563308 Constructive 0.577 Comparative_Framing
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
THIS IS A PRIME EXAMPLE FOR LIBERAL VOTERS TO WAKE UP BEFORE CANADA NEEDS ICE
Identity Attack0.01274247
Insult0.0233509
Profanity0.010587076
Threat0.0075083673
Severe Toxicity0.0018024445
Low Tox 0.051068526 Low Con 0.178 Call_To_Action
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just …
I believe it was a temporary program introduced during the pandemic. This whole segment doesn’t delve enough into the background to be sure of exactly who this is going to effect and how. That’s just bad journalism. I’d like to know because I cross the path of many immigrants and care about them. If the federal government’s economic plans work out, there could be more demand for workers in the coming year, especially in and around Montreal - I also pay attention to announcements of companies setting up or expanding here - and this might be another example of the CAQ shooting themselves in the foot again. They seem oblivious that an election is coming next fall.
Identity Attack0.01374736
Insult0.02373764
Profanity0.015625564
Threat0.00666042
Severe Toxicity0.0012779236
Low Tox 0.049336795 Constructive 0.805
Nov 21, 2025 Quebec Ends Economic Immigration Program …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for …
2.9 million people can lawsuit against Trudeau because Trudeau simply allowed too many temporary visas that should not be allowed from the first place. For example, Trudeau allowed visas to allow people to work for minimum wage jobs in Canada or jobs with no trade skills., and even if skilled workers were invited, their jobs are not in high demand or about to be replaced by AI in a couple of years. Every year over 100,000 jobs will be replaced by AI starting from the late 2026, starting from the transportation industry, customer services, office jobs, IT jobs, and education; soon healthcare and engineering as well. No developed country needs workers anymore except very few experts and there will be massive layoff, not because of the economic crisis, but because of AI. In Japan, China, and South Korea, AI are widely used and now young people with a master or PhD degree can't even get a job.
Identity Attack0.00621564
Insult0.026702631
Profanity0.013371054
Threat0.00713294
Severe Toxicity0.0015544891
Low Tox 0.048594624 Moderate Con 0.496
Jan 16, 2026 2.9 million Canadian temporary visas …
I don’t believe these numbers. The Liberals are failing in the polls and desperate for voters. Canadian media hides the serious immigration problems in European countries. Many European countries are NOW they are taking serious …
I don’t believe these numbers. The Liberals are failing in the polls and desperate for voters. Canadian media hides the serious immigration problems in European countries. Many European countries are NOW they are taking serious steps to decrease and even stop immigration. Denmark a good example.
Identity Attack0.022590388
Insult0.02012808
Profanity0.010330882
Threat0.0065244893
Severe Toxicity0.0011491776
Low Tox 0.04735767 Moderate Con 0.456 Unverified_Claim
Dec 31, 2025 Deportations From Canada at Their …
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Remember what happened in other countries like Italy for example men claiming to be young boys or students given ideas and fake visas. There was a group charged for all this in Ontario.
Identity Attack0.015757138
Insult0.01838776
Profanity0.010706633
Threat0.0064468146
Severe Toxicity0.0012207031
Low Tox 0.043399423 Constructive 0.568 Unverified_Claim
Sep 28, 2025 1 likes IRCC Names India in Study …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love …
People from India in California are absolutely amazing. They have brought their culture, their traditions, their wisdom, their work habits, and their art. And, they’ve assimilated, they speak the language, they work hard, they love being here and become citizens.. The ultimate perfect example of what it means to be an immigrant in the US.
Identity Attack0.037136484
Insult0.012946909
Profanity0.017777596
Threat0.006699257
Severe Toxicity0.0019168854
Low Tox 0.039935954 Constructive 0.654 Solidarity
Jan 27, 2026 Inside Canada's Indian Invasion...
CBC does not inform public opinion but tries to form it. This is a typical example of it. It is wrong on so many levels.
CBC does not inform public opinion but tries to form it. This is a typical example of it. It is wrong on so many levels.
Identity Attack0.0027563404
Insult0.02283525
Profanity0.009681856
Threat0.005935457
Severe Toxicity0.00066280365
Low Tox 0.03781283 Moderate Con 0.352
Jan 19, 2019 1 likes How much do refugees and …
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat …
This is totally biased piece, typical of CBC. The last statscan review of refugee claimants had 90% on social assistance after the first year and 50% on welfare after 5 years. Using the Vietnamese boat people as an example is plain wrong as it was a different time and demographic.
Identity Attack0.011617327
Insult0.017936565
Profanity0.009733095
Threat0.0059322207
Severe Toxicity0.0007534027
Low Tox 0.036870047 Constructive 0.613
Jan 19, 2019 How much do refugees and …
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
I have to say the video at 25:00 really looks like AI generated. While not inaccurate of experiences i think more weight would be given for real world examples.
Identity Attack0.008028535
Insult0.014314918
Profanity0.020920247
Threat0.009100696
Severe Toxicity0.0021266937
Low Tox 0.036870047 Constructive 0.635 Meta_Commentary
Aug 26, 2025 Why Canadians Are Turning Against …
Just another example of why we need to defund the cbc
Just another example of why we need to defund the cbc
Identity Attack0.003903274
Insult0.014580919
Profanity0.011031146
Threat0.008013252
Severe Toxicity0.0011110306
Low Tox 0.032863233 Low Con 0.226
Apr 8, 2019 6 likes How much do refugees and …
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
I was JUST in this area. I also noticed these things. Canadians complained of the drivers, for example.
Identity Attack0.014953227
Insult0.012680908
Profanity0.010245483
Threat0.0063367756
Severe Toxicity0.00084400177
Low Tox 0.028856417 Constructive 0.504 Personal_Narrative
Jan 27, 2026 3 likes Inside Canada's Indian Invasion...
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will …
People work and spend and bring up economy. All this will eventually catch up and shrink the economy. Seen it happen one example is UK , Japan and USA. In a few years it will show
Identity Attack0.006363631
Insult0.010020891
Profanity0.011902207
Threat0.008466354
Severe Toxicity0.0011491776
Low Tox 0.02449606 Moderate Con 0.324 Economic_Argument
Nov 21, 2025 Quebec Ends Economic Immigration Program …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 …
As a beloved-canada, i give 2 advice. The first, canada needs not only limit immigration but also set/establish quota for each regions/countries where have a huge number immigants apply to canada (for example: india 30.000 immigrant/year, china 20.000 immigrants/year,....). The second, canada must empower for each territories/provinces to decide how much foreign people can study/work/live in there
Identity Attack0.015857628
Insult0.008994885
Profanity0.009562299
Threat0.006356194
Severe Toxicity0.0008916855
Low Tox 0.022964042 Constructive 0.576 Policy_Critique
Aug 25, 2025 Why Canadians Are Turning Against …
It’s happening here in California too. I’m all for diversity but when a demographic settles in an area and takes over it’s not fair to everyone else. Prime examples are Fremont and Pleasanton both my …
It’s happening here in California too. I’m all for diversity but when a demographic settles in an area and takes over it’s not fair to everyone else. Prime examples are Fremont and Pleasanton both my home towns. I moved away intentionally because everyone I knew growing up is gone.
Identity Attack0.0068446035
Insult0.011122898
Profanity0.011765569
Threat0.0068999166
Severe Toxicity0.0008535385
Low Tox 0.022846194 Constructive 0.684 Identity_Assertion
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because …
Canada has population growth problem and government tried solving it by laxing immigration laws. For example Canada can't even build it's own car because it would take massive investment and it won't be profitable because of it's tiny population comparing to other countries therefor making the Canadian economy limited.
Identity Attack0.009434453
Insult0.011008898
Profanity0.009007211
Threat0.0059613483
Severe Toxicity0.0006723404
Low Tox 0.020842785 Moderate Con 0.322 Economic_Argument
Feb 6, 2026 Inside Canada's Indian Metropolis (Brampton)
What do they mean when they say Canadian culture? What are examples of participating in it?
What do they mean when they say Canadian culture? What are examples of participating in it?
Identity Attack0.010507392
Insult0.008519882
Profanity0.010296722
Threat0.006136116
Severe Toxicity0.000872612
Low Tox 0.017466826 Low Con 0.285
Dec 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Look at the UK for one example.
Look at the UK for one example.
Identity Attack0.0068076057
Insult0.007930879
Profanity0.011167783
Threat0.0071070488
Severe Toxicity0.0009441376
Low Tox 0.014890783 Low Con 0.183 Comparative_Framing
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Before French and English colonization, First Nations people spoke hundreds of distinct, diverse Indigenous languages from numerous families like Algonquian (Cree, Anishinaabemowin), Athabaskan/Na-Dené (Dene, Tlingit), Iroquoian (Haudenosaunee/Iroquois), Siouan, and Salish, among others, forming complex linguistic …
Before French and English colonization, First Nations people spoke hundreds of distinct, diverse Indigenous languages from numerous families like Algonquian (Cree, Anishinaabemowin), Athabaskan/Na-Dené (Dene, Tlingit), Iroquoian (Haudenosaunee/Iroquois), Siouan, and Salish, among others, forming complex linguistic landscapes across North America, with major families like Algonquian and Na-Dené covering vast territories.  Key Language Families & Examples: Algonquian: Spoken across eastern and central North America, including Cree (Nēhiyawēwin), Ojibway (Anishinaabemowin), Blackfoot (Siksiká), and Montagnais (Innu). Athabaskan (Na-Dené): Found in the northwest and parts of the plains, encompassing languages like Dene (Dënesųłiné), Tłı‌chǫ, and Tlingit. Iroquoian: Spoken by peoples like the Haudenosaunee (Mohawk, Oneida, Seneca, etc.) and Wendat (Huron) in the Northeast. Siouan: Languages like Nakoda (Stoney) in the Plains region. Pacific Coast Languages: A huge diversity, including Salish, Tsimshian, Wakashan, and Haida.
Identity Attack0.011617327
Insult0.010666896
Profanity0.018187506
Threat0.00866054
Severe Toxicity0.0017929077
Low Tox 0.014765122 Constructive 0.595 Meta_Commentary
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
It was never an example, it was a laboratory. Notice how the same issues happened wherever this experiment was conducted?
It was never an example, it was a laboratory. Notice how the same issues happened wherever this experiment was conducted?
Identity Attack0.0016279058
Insult0.0074178753
Profanity0.010125926
Threat0.0063950317
Severe Toxicity0.00054597855
Low Tox 0.011560776 Low Con 0.181 Unverified_Claim
Feb 17, 2026 10 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.