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: "This is why Assimilation is …" 445 comments · Page 18 of 18
I completely agree with the man at 2:06. We are all expected to assimilate with the culture that we are staying with. This is expected throughout the world. It should not be any different in …
I completely agree with the man at 2:06. We are all expected to assimilate with the culture that we are staying with. This is expected throughout the world. It should not be any different in our hemisphere.
Identity Attack0.023997234
Insult0.0118069025
Profanity0.017231047
Threat0.007365964
Severe Toxicity0.0017738342
Low Tox 0.039462693 Constructive 0.671 Policy_Critique
Mar 2, 2026 Inside Canada's Indian Invasion...
We have never had so much chaos ever in Canada. We give everything and many want more and never assimilate. They did to themselves.
We have never had so much chaos ever in Canada. We give everything and many want more and never assimilate. They did to themselves.
Identity Attack0.012541492
Insult0.017227544
Profanity0.011150704
Threat0.006492125
Severe Toxicity0.0010871887
Low Tox 0.038991302 Moderate Con 0.373
Nov 27, 2025 1 likes Quebec Ends Economic Immigration Program …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated …
My parents immigrated in the early 90s and I was born in Canada. It’s very hard to relate to the new immigrants in the last 10 years because we’re so different. The families that immigrated in the 80s and 90s had to assimilate and become “Canadian” which in hindsight was for the best. I learned about my culture and language at home, but my parents, emphasized the importance of being “Canadian first” and being a part of society and “fitting in.” This wasn’t at all a bad thing. I learned to ski, skate, make ice lollies with snow and syrup, went camping, played sports… I feel embarrassed when Indians are looked at in this light, but its true. 90% of this new wave of immigrants on “student visas,” dont intend to actually obtain any sort of an education, instead they use it as a pathway for permanent residency. I know this because I have relatives who say this out loud behind closed doors. I don’t agree with any of it, and quite frankly it’s very embarrassing, but most of us first generation Indian Canadians feel very upset about how its all played out and the negative light in which our people are now viewed under. Personally, I agree they arent interested in becoming culturally Canadian, they just want to be in Canada for financial reasons. They stay in their groups, dont integrate and think somehow this will play out well. It isnt discrimination when your own people also feel this way. I have yet to meet a first gen Canadian who disagrees
Identity Attack0.02138452
Insult0.017088935
Profanity0.014874061
Threat0.0066215824
Severe Toxicity0.0014781952
Low Tox 0.037577134 Constructive 0.762 Personal_Narrative
Feb 3, 2026 Inside Canada's Indian Metropolis (Brampton)
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
I think immigration would result in assimilation if you had small numbers of people from all countries. But many countries around the world have millions of immigrants from only a few countries like India etc.
Identity Attack0.025806036
Insult0.010476895
Profanity0.014600786
Threat0.0070164283
Severe Toxicity0.0014591217
Low Tox 0.034748793 Moderate Con 0.495 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Two words: Country Caps. Preserve Canadian culture, my family assimilated to Canada when they came generations ago. Now the government is wholesale importing another country's culture and wondering why there are problems.
Identity Attack0.014953227
Insult0.014884921
Profanity0.009536679
Threat0.0059807673
Severe Toxicity0.0009202957
Low Tox 0.034041706 Constructive 0.542
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Everyone saying they dont assimilated should be practicing First Nation traditions and lifestyles, since they were the original people here and when the settlers came they should have assimilated to their culture.
Everyone saying they dont assimilated should be practicing First Nation traditions and lifestyles, since they were the original people here and when the settlers came they should have assimilated to their culture.
Identity Attack0.018269362
Insult0.012262905
Profanity0.0118338885
Threat0.006550381
Severe Toxicity0.0010490417
Low Tox 0.034041706 Moderate Con 0.48 Moral_Argument
Feb 1, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
So I had to spend tens of thousands 💵, prove that I could speak BOTH languages and assimilate before arriving, then pray to have enough points. Now everyone and their grandparents can just skip the …
So I had to spend tens of thousands 💵, prove that I could speak BOTH languages and assimilate before arriving, then pray to have enough points. Now everyone and their grandparents can just skip the line.
Identity Attack0.0038292783
Insult0.013820915
Profanity0.011714331
Threat0.0065115434
Severe Toxicity0.00082969666
Low Tox 0.031684756 Moderate Con 0.345
Jun 18, 2025 13 likes How Canada broke its immigration …
Yup, no assimilation whatsoever.
Yup, no assimilation whatsoever.
Identity Attack0.0076585566
Insult0.010932897
Profanity0.013405213
Threat0.006757513
Severe Toxicity0.0012874603
Low Tox 0.031449065 Low Con 0.262 Identity_Assertion
Sep 23, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
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)
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone …
When Immigrating to a country you need to assimilate to the country you are going to not the country you are from. There is a reson you left the country leave that country identity gone dont being it to a new place.
Identity Attack0.014852738
Insult0.00983089
Profanity0.010672474
Threat0.0062267366
Severe Toxicity0.000872612
Low Tox 0.027324399 Moderate Con 0.489 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that …
At least they seem like they can hold jobs and speak the native language so can assimilate(as much as their overwhelming numbers allow) well enough. The poor driving performance is an extreme safety issue that needs addressed ASAP, immediately, yesterday.
Identity Attack0.0037367835
Insult0.01617693
Profanity0.0094256615
Threat0.0061231707
Severe Toxicity0.0007247925
Low Tox 0.026499467 Moderate Con 0.484 Fear_Threat
Jan 28, 2026 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)
It goes to show you that individuals desire to be with others who understand their language and belief system . Assimilation is not desirable. Familiarity is.
It goes to show you that individuals desire to be with others who understand their language and belief system . Assimilation is not desirable. Familiarity is.
Identity Attack0.0061046463
Insult0.011578901
Profanity0.012107162
Threat0.0061878995
Severe Toxicity0.0007534027
Low Tox 0.025556687 Constructive 0.524 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, …
Making Indigenous languages official in Canada faces struggles due to the deep, ongoing impact of colonization (residential schools, assimilation policies), the sheer number of endangered languages (over 70), lack of constitutional protection like English/French have, funding gaps, and challenges implementing legislation like the Indigenous Languages Act effectively, despite strong community efforts for revitalization. The core issue is moving beyond mere documentation to ensuring effective support for daily use, education, and government services, a goal hindered by historical trauma and systemic neglect.  Key Struggles & Challenges: Colonial Legacy: Policies like the Indian Act and residential schools suppressed languages, causing massive loss, with trauma still affecting intergenerational transmission. Constitutional Gap: Unlike English and French, Indigenous languages lack explicit, strong constitutional rights (e.g., in the Charter) for government services, as noted in this article from indigenouswatchdog.org. Urgency & Scarcity: Most of Canada's 70+ Indigenous languages are endangered, with many facing imminent extinction, requiring immediate action from the last fluent elders. Implementation of Legislation: The Indigenous Languages Act (2019) aims to support revitalization, but it's criticized for being non-binding and not creating effective rights, meaning legal recognition doesn't always translate to real-world resources or services. Funding & Resource Gaps: While funding exists, it's often insufficient, limited in scope, or not reaching grassroots efforts effectively, making comprehensive revitalization difficult. Integration Challenges: Integrating Indigenous languages into education (K-12, higher ed) and public services (health, justice) remains a significant hurdle, even where there's political will, as seen in territories with official Indigenous languages.
Identity Attack0.009471451
Insult0.013668913
Profanity0.010621235
Threat0.006550381
Severe Toxicity0.00091552734
Low Tox 0.023906821 Constructive 0.629 Policy_Critique
Feb 11, 2026 1 likes Canada's tighter immigration policy divides …
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I …
As an immigrant of Canada, I migrated here in 1999 when I was like 4 years old, I love Canada, and I consider myself Canadian, with a Jamaican background, I share my culture, but I assimilated to Canadian culture because this is where I live, my home, I want to be part of Canadian culture not too change it.
Identity Attack0.015455672
Insult0.00983089
Profanity0.011936366
Threat0.0064468146
Severe Toxicity0.0009393692
Low Tox 0.022021262 Constructive 0.777 Personal_Narrative
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
When my parents immigrated to Canada from the Caribbean in the mid-70's they held onto certain cultural customs, while assimilating to Canada. My father was very thankful to be here and was proud to be …
When my parents immigrated to Canada from the Caribbean in the mid-70's they held onto certain cultural customs, while assimilating to Canada. My father was very thankful to be here and was proud to be Canadian. Immigration today is not the same.
Identity Attack0.011765319
Insult0.00983089
Profanity0.009442741
Threat0.00579629
Severe Toxicity0.00061511993
Low Tox 0.02107848 Constructive 0.741 Personal_Narrative
Sep 20, 2025 7 likes Inside Canada's Indian Metropolis (Brampton)
My grand parents left in the 40's and 50s, went to the UK and now we live in NZ. There is a complete disconnect between the old and new as well as the fact that …
My grand parents left in the 40's and 50s, went to the UK and now we live in NZ. There is a complete disconnect between the old and new as well as the fact that assimilation simply isnt necessary because you can access all the culture (music, family/social connetion) on your phone. Previously you needed to integrate in order to survive; now life is more hermetic and as a result less integration occurs out of necessity.
Identity Attack0.007917541
Insult0.009906891
Profanity0.0117997285
Threat0.006155535
Severe Toxicity0.0008773804
Low Tox 0.019728716 Constructive 0.776
Oct 19, 2025 9 likes Inside Canada's Indian Metropolis (Brampton)
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Wow. Such a massive change in such a short period of time. I'm impressed. A country within a country becoming just as successful. Who needs to assimilate ?
Identity Attack0.0048837173
Insult0.009944891
Profanity0.012107162
Threat0.0062785195
Severe Toxicity0.00074863434
Low Tox 0.019603057 Constructive 0.579 Identity_Assertion
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
I subscribed. Thank you for caring about the Canadians. Anyone is welcome here. Assimilation is important though. And equal opportunity is a must have. So. Thank you
I subscribed. Thank you for caring about the Canadians. Anyone is welcome here. Assimilation is important though. And equal opportunity is a must have. So. Thank you
Identity Attack0.00828752
Insult0.008652883
Profanity0.012073003
Threat0.006770459
Severe Toxicity0.0009584427
Low Tox 0.015330595 Constructive 0.579 Solidarity
Aug 28, 2025 Why Canadians Are Turning Against …
I am being singled out in my family circle whenever the talk of being assimilated into the CANADIAN community, everyone understands the talking points of the rights of equality, no one trying to understand that …
I am being singled out in my family circle whenever the talk of being assimilated into the CANADIAN community, everyone understands the talking points of the rights of equality, no one trying to understand that rights come with larger responsibilities of fairness/sharing/respecting fellow citizens are the core values of Canadian society.
Identity Attack0.006622616
Insult0.008652883
Profanity0.00906699
Threat0.005919275
Severe Toxicity0.00061035156
Low Tox 0.013571346 Constructive 0.773 Personal_Narrative
Oct 3, 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.