Skip to content
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.

Search & Filter

Search comment text, filter by category or toxicity level
Active: "why are Europeans the only …" 323 comments · Page 13 of 13
2:00 , guys!!! everyone came to Canada the same route even Indians 30-40 years ago not just Europeans.
2:00 , guys!!! everyone came to Canada the same route even Indians 30-40 years ago not just Europeans.
Identity Attack0.042550452
Insult0.015948927
Profanity0.015864678
Threat0.006317357
Severe Toxicity0.001745224
Low Tox 0.058490243 Moderate Con 0.337
Oct 3, 2025 13 likes Inside Canada's Indian Metropolis (Brampton)
As soon as the Europeans turned up it was over.
As soon as the Europeans turned up it was over.
Identity Attack0.028628819
Insult0.014884921
Profanity0.017709278
Threat0.011482717
Severe Toxicity0.0024223328
Low Tox 0.05824285 Low Con 0.224 Identity_Assertion
Jan 21, 2026 Why Canada’s immigration system has …
Didn't Europeans colonize Canada
Didn't Europeans colonize Canada
Identity Attack0.0376521
Insult0.015416925
Profanity0.016479544
Threat0.007793174
Severe Toxicity0.00207901
Low Tox 0.057748068 Low Con 0.229 Comparative_Framing
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
So how does reverse colonialism feel, Europeans?
So how does reverse colonialism feel, Europeans?
Identity Attack0.034300596
Insult0.015948927
Profanity0.016001316
Threat0.007353018
Severe Toxicity0.0021362305
Low Tox 0.057748068 Low Con 0.272 Identity_Assertion
Jan 29, 2026 2 likes Inside Canada's Indian Invasion...
There's something wrong here. This also happens in European countries.
There's something wrong here. This also happens in European countries.
Identity Attack0.033784978
Insult0.014048916
Profanity0.015079016
Threat0.006912862
Severe Toxicity0.0015640259
Low Tox 0.056016337 Low Con 0.23
Nov 19, 2025 Inside Canada's Indian Metropolis (Brampton)
At 16:00 This man is talks about new immigrants still keeping their culture and religion.Europeans first arrived in Canada around the early 11th century,berfore they arrived native people were living in Canada did European left …
At 16:00 This man is talks about new immigrants still keeping their culture and religion.Europeans first arrived in Canada around the early 11th century,berfore they arrived native people were living in Canada did European left their culture,language and religion and took the native culture and religion?.lets all take native Canadian language religion and culture.
Identity Attack0.04512853
Insult0.01632893
Profanity0.009681856
Threat0.006375613
Severe Toxicity0.0014686584
Low Tox 0.055521555 Constructive 0.537
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country …
People need to accept the truth. Canada was doing well until it stopped being European only. Europeans of all cultures built successful, clean stable advanced nations. We then let in the rest and the country fell apart.
Identity Attack0.030433474
Insult0.018645585
Profanity0.010911589
Threat0.0066927844
Severe Toxicity0.0013446808
Low Tox 0.051810697 Moderate Con 0.409 Identity_Assertion
Oct 8, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
what about the new european immigrants?
what about the new european immigrants?
Identity Attack0.036620867
Insult0.012300906
Profanity0.01627459
Threat0.00746953
Severe Toxicity0.0018692017
Low Tox 0.048099842 Low Con 0.209
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
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 …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial …
English and French colonization had a devastating and intentional impact on the Indigenous languages of Canada, leading to the severe endangerment and, in some cases, extinction of many languages. This was achieved through explicit colonial policies aimed at cultural assimilation and the suppression of Indigenous identities.  Key Impacts of Colonization Forced Assimilation via Residential Schools: The most significant factor in language loss was the government-funded, church-run residential school system, which operated from the 19th century to the late 20th century. Indigenous children were forcibly removed from their families and communities and sent to these schools. Punishment for Speaking Native Tongues: In the schools, children were forbidden to speak their Indigenous languages and were often subjected to severe physical, emotional, and sexual abuse if they did. Intergenerational Trauma and Knowledge Loss: The experience in residential schools caused profound trauma. Survivors often did not teach their children their traditional languages, partly out of fear of punishment and partly because their own fluency had been impacted, which inhibited the languages from being passed to the next generation. Discriminatory Legislation: The Indian Act: This legislation, along with other colonial policies, was used to suppress Indigenous cultural expression, including language. Official Languages Act: Canada's official language policies recognize only English and French as dominant languages, effectively marginalizing the over 60 distinct Indigenous languages that existed on the land long before European settlement. Dispossession of Land: Forcible removal of Indigenous communities from their traditional lands and onto reserves disrupted the deep connection between language, culture, and the natural environment. Indigenous languages often encode unique knowledge about local ecosystems, which was lost when communities were displaced. Social Stigmatization: Colonial ideologies viewed Indigenous cultures and languages as "inferior" or "savage," promoting English and French as the languages of "modernity" and "progress". This created a social hierarchy where speaking an Indigenous language could be a barrier to education and employment opportunities in the dominant society.  Current Situation and Revitalization Efforts The legacy of these policies has resulted in low numbers of fluent Indigenous language speakers today, with many languages considered endangered or critically endangered. However, there are significant ongoing efforts toward language revitalization.  The Canadian federal government passed the Indigenous Languages Act in 2019, which aims to support the efforts of Indigenous peoples to reclaim, revitalize, maintain, and strengthen their languages. Indigenous communities, educational institutions, and organizations are actively working to preserve languages through immersion programs, community initiatives, and documentation. UNESCO has declared 2022 to 2032 the International Decade of Indigenous Languages to draw global attention to the urgent need for preservation and promotion.
Identity Attack0.026408968
Insult0.019934712
Profanity0.014122557
Threat0.008738215
Severe Toxicity0.0016593933
Low Tox 0.04735767 Constructive 0.612 Moral_Argument
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. …
Canada must repeat what it did in the 1930's and the 1940's. Canada needs to bring 5 million immigrants from Eastern Europe, like Poland, Portugal, Romania, Ukraine, Russia, Serbia, Bosnia, Lithuania, Estonia, Hungary, Macedonia etc. Just look at the Eastern Europeans in Canada, they and their Canadian born children and grandchildren have learned and speak English language fluently. In Canada, people speak English and French. The British and the French values must be upheld. God save the King.
Identity Attack0.031722516
Insult0.014580919
Profanity0.010365041
Threat0.007534259
Severe Toxicity0.0018882751
Low Tox 0.04711028 Constructive 0.54 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
I have no answer.🤔 asked First Nation people of this Country how they felt when Europeans migrated 🤔
Identity Attack0.02238941
Insult0.012566907
Profanity0.013405213
Threat0.006530962
Severe Toxicity0.00166893
Low Tox 0.04315203 Moderate Con 0.446 Moral_Argument
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
I wonder if this kind of journalism was reported when the English, Italian , or any European group migrated 🤔
I wonder if this kind of journalism was reported when the English, Italian , or any European group migrated 🤔
Identity Attack0.02238941
Insult0.0140109155
Profanity0.013371054
Threat0.0069646453
Severe Toxicity0.0014400482
Low Tox 0.04166769 Low Con 0.234
Jan 27, 2026 11 likes Inside Canada's Indian Invasion...
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
I am slightly confused. Where did the first European settlers came from? I thought I was Iceland but the question says France.
Identity Attack0.020580608
Insult0.0115029
Profanity0.016957775
Threat0.007547205
Severe Toxicity0.0015735626
Low Tox 0.03639866 Moderate Con 0.411 Question
Dec 5, 2025 Canadian Citizenship Test 2025 – …
European here. I love Canada and Canadians, but people are getting exactly what they voted for — and more.
European here. I love Canada and Canadians, but people are getting exactly what they voted for — and more.
Identity Attack0.016259583
Insult0.014238917
Profanity0.010689554
Threat0.0062979385
Severe Toxicity0.0010633469
Low Tox 0.034513097 Constructive 0.565 Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Answer to question number 88 is wrong. It should be Iceland not France. The first European settlers were the Vikings from Iceland reached Labrador and the island of Newfoundland. It is mentioned on page 14.
Answer to question number 88 is wrong. It should be Iceland not France. The first European settlers were the Vikings from Iceland reached Labrador and the island of Newfoundland. It is mentioned on page 14.
Identity Attack0.014551271
Insult0.0116169015
Profanity0.014156717
Threat0.007365964
Severe Toxicity0.0012493134
Low Tox 0.032627538 Constructive 0.515 Meta_Commentary
Jul 31, 2025 19 likes Canadian Citizenship Test 2025 – …
I thought I remembered learning there were travelers and traders from East and South Asia along the western coast before Europeans came to this continent.
I thought I remembered learning there were travelers and traders from East and South Asia along the western coast before Europeans came to this continent.
Identity Attack0.02128403
Insult0.011274899
Profanity0.013883443
Threat0.006757513
Severe Toxicity0.0012397766
Low Tox 0.032627538 Moderate Con 0.434
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Integration into the host society is crucial for immigration to work in society. I’m Ukrainian, and integrated in Canada in 53. Being European made it easier of course.
Identity Attack0.018269362
Insult0.010210892
Profanity0.010501678
Threat0.0062785195
Severe Toxicity0.0009393692
Low Tox 0.028502874 Constructive 0.623 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Video dropped exactly at the time of European Union-India Free Trade Agreement.
Video dropped exactly at the time of European Union-India Free Trade Agreement.
Identity Attack0.009693438
Insult0.009526889
Profanity0.017231047
Threat0.008401625
Severe Toxicity0.0014019012
Low Tox 0.026028076 Low Con 0.149 Unverified_Claim
Jan 28, 2026 Inside Canada's Indian Invasion...
Look at old videos on how amazing Canada was when it was a European country. A handful of policies and a few years of work and you can have that Canada once again.
Look at old videos on how amazing Canada was when it was a European country. A handful of policies and a few years of work and you can have that Canada once again.
Identity Attack0.01087737
Insult0.011198899
Profanity0.010279642
Threat0.006317357
Severe Toxicity0.0010490417
Low Tox 0.022964042 Moderate Con 0.335
Sep 21, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Now European Union is doing the same...
Now European Union is doing the same...
Identity Attack0.006881601
Insult0.008291881
Profanity0.012961143
Threat0.007417747
Severe Toxicity0.0011396408
Low Tox 0.01834645 Low Con 0.204 Comparative_Framing
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then …
News reports in Europe indicate that Switzerland may be holding a referendum in July 2026 to cap the population of that country at 10 million. If the population at any point reaches 9.5 million, then Switzerland would be obligated to withdraw from certain treaties involving free movement of European citizens. Perhaps It's something to consider here in Canada, capping the population at no more than 40 million. Oops. We're already past that.
Identity Attack0.006770608
Insult0.009070885
Profanity0.0108774295
Threat0.0063950317
Severe Toxicity0.0008201599
Low Tox 0.017592486 Moderate Con 0.477 Comparative_Framing
Feb 22, 2026 1 likes LILLEY UNLEASHED: The fall of …
This is good news Canada established by British people and European people countries we Asian love and respect 🙏 local British people and European people ❤
This is good news Canada established by British people and European people countries we Asian love and respect 🙏 local British people and European people ❤
Identity Attack0.0001273114
Insult0.00012748063
Profanity0.000018757202
Threat0.00002239918
Severe Toxicity0.000002599605
Low Tox 0.00037873845
Apr 14, 2025 3 likes

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.