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: "I am shocked by all …" 79 comments · Page 3 of 4
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and …
I find this quite funny and ironic. Welcome to the real world where nations overlap nations were wars or fight by by immigration where culture is getting shocked like lightning. I have no mercy and I don’t feel any remorse for your privilege people they were that were once on the high table now you are on the bottom and this is what happens when the real world comes alive.
Identity Attack0.031464707
Insult0.0350029
Profanity0.014839902
Threat0.007586042
Severe Toxicity0.0020217896
Low Tox 0.11067997 Moderate Con 0.443
Aug 25, 2025 Why Canadians Are Turning Against …
Yes, My Husband and I are shocked. We noticed that there are so many Indian Nationals when we visited Vancouver BC (2023) and Toronto (2024). There everywhere, even at the airport. Most of the TSAs …
Yes, My Husband and I are shocked. We noticed that there are so many Indian Nationals when we visited Vancouver BC (2023) and Toronto (2024). There everywhere, even at the airport. Most of the TSAs are Indian nationals too.
Identity Attack0.10815793
Insult0.023479814
Profanity0.014498309
Threat0.006686311
Severe Toxicity0.0025177002
Low Tox 0.10956833 Constructive 0.737 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
I did a road trip from my home in Las Vegas to Calgary. I was shocked at the vast racial demographics in that area vs Montana.
I did a road trip from my home in Las Vegas to Calgary. I was shocked at the vast racial demographics in that area vs Montana.
Identity Attack0.078392304
Insult0.021094928
Profanity0.017367685
Threat0.0073918556
Severe Toxicity0.0030899048
Low Tox 0.10089093 Constructive 0.535 Personal_Narrative
Feb 12, 2026 8 likes Canada's tighter immigration policy divides …
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the …
As an Indian I am shocked too! Unchecked immigration? How is the mass immigration helping Canada? These illegal colleges created just for immigration, these are open secrets, why these are not tackled? Being in the tech industry I thought I could get PR relatively easily. But everyday I am seeing stories about people moving to western countries, beating the system, not paying taxes - how does that even work?
Identity Attack0.05976611
Insult0.02567133
Profanity0.01579636
Threat0.0069387536
Severe Toxicity0.002002716
Low Tox 0.09655223 Constructive 0.658 Policy_Critique
Oct 14, 2025 Inside Canada's Indian Metropolis (Brampton)
Please come to Winnipeg next. You'll be in for a shock.
Please come to Winnipeg next. You'll be in for a shock.
Identity Attack0.008361516
Insult0.021675033
Profanity0.014532468
Threat0.020091362
Severe Toxicity0.0026512146
Low Tox 0.08953904 Moderate Con 0.397 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
It's shocking how Canada has changed in the last 10 years. While some Canadians still fret about a US takeover, Canada has already become a de facto part of India.
It's shocking how Canada has changed in the last 10 years. While some Canadians still fret about a US takeover, Canada has already become a de facto part of India.
Identity Attack0.06158508
Insult0.026315894
Profanity0.0128245065
Threat0.006356194
Severe Toxicity0.0019454956
Low Tox 0.08716487 Moderate Con 0.395
Oct 12, 2025 Inside Canada's Indian Metropolis (Brampton)
Every where and all over Ontario pearson airport is like Delhi 😅😅😅😅😅😅 I shocked and asked, "Where am I? Canada or India
Every where and all over Ontario pearson airport is like Delhi 😅😅😅😅😅😅 I shocked and asked, "Where am I? Canada or India
Identity Attack0.05089863
Insult0.024124376
Profanity0.014532468
Threat0.006757513
Severe Toxicity0.0024795532
Low Tox 0.085582085 Moderate Con 0.472 Identity_Assertion
Sep 22, 2025 Inside Canada's Indian Metropolis (Brampton)
I'm shocked, I'm not Canadian but I never expected this 😯
I'm shocked, I'm not Canadian but I never expected this 😯
Identity Attack0.055218685
Insult0.019483518
Profanity0.015898837
Threat0.0064985976
Severe Toxicity0.0020885468
Low Tox 0.077668175 Moderate Con 0.498
Sep 21, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming …
I’m a proud Indian who is now a Canadian citizen, and I’ve made a conscious effort to assimilate into Canadian culture and values. What bothers me is how this conversation has been reduced to blaming one group. The reality is that the Canadian government failed first by not properly managing immigration volumes, not enforcing document verification, and not honestly assessing whether the country could support such rapid population growth. That policy failure created pressure on housing, jobs, and social systems long before resentment followed. We also need honesty within the Indian community. Some Indians struggle to adapt being overly loud, culturally rigid, and sometimes lacking empathy for Canadian norms and shared public spaces. I studied Canadian and Indigenous history in school, and respecting that history matters. Assimilation doesn’t mean abandoning your culture, but it does mean understanding and respecting the society you chose to join. Cultural education should be expected, not optional. That said, one Indian doing something wrong does not make all Indians bad. Most Indian students and workers I know are hardworking, punctual, and serious about contributing. I’ve personally worked minimum-wage jobs for years, and what I noticed was not jobs being “taken,” but fewer Canadian youth willing to stay in or commit to these roles long-term. Indians didn’t replace Canadians, they filled vacancies that already existed. I also briefly volunteered helping the homeless, and what I saw was honestly shocking. It’s not that the government isn’t trying to help there are rehabilitation programs and support systems in place. The difficult truth is that a significant portion of the homeless population struggles with substance abuse and refuses treatment because it requires giving up drugs. Over time, homelessness itself starts to function like a culture, where benefits and assistance unintentionally enable continued substance use rather than recovery. This is an uncomfortable reality people don’t like to talk about. None of this is simple. Immigration didn’t break Canada, and neither did one community. Poor policy, weak enforcement, lack of accountability, and refusal from governments and individuals to adapt responsibly is what brought us here. Blame is easy. Honest solutions are not.
Identity Attack0.023193322
Insult0.028832749
Profanity0.015010698
Threat0.0068869707
Severe Toxicity0.0016117096
Low Tox 0.06817148 Constructive 0.823 Personal_Narrative
Jan 27, 2026 22 likes Inside Canada's Indian Invasion...
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and …
I'm an Aussie who did a Working Holiday in Canada and was shocked at the level of segregation in Canadian cities. They have literal cities that cater exclusively to one ethnicity; examples include Surrey and Brampton (Indian), Richmond, Burnaby and Markham (Chinese) and Vaughan (Italian). It's really funny cos Canadians that come to Australia like to lecture us on how welcoming and mixed Canada is when Canadian society is far more segregated than ours.
Identity Attack0.04693319
Insult0.019419061
Profanity0.010894509
Threat0.006110225
Severe Toxicity0.0015258789
Low Tox 0.057748068 Constructive 0.782
Sep 28, 2025 285 likes Inside Canada's Indian Metropolis (Brampton)
I'm not shocked, the government allowed that to create chaos in immigration to convince Canadians that the only solution is to accept Digital ID. I don't believe Liberal or Conservatives, they are against each other …
I'm not shocked, the government allowed that to create chaos in immigration to convince Canadians that the only solution is to accept Digital ID. I don't believe Liberal or Conservatives, they are against each other but working for one master which is the New World Order.
Identity Attack0.02138452
Insult0.02373764
Profanity0.010467518
Threat0.0066086366
Severe Toxicity0.0012874603
Low Tox 0.057748068 Constructive 0.511 Unverified_Claim
Nov 21, 2025 Thousands of refugees allowed into …
Temporary residents are allowed to get a PAL or gun license, this just shocks me .
Temporary residents are allowed to get a PAL or gun license, this just shocks me .
Identity Attack0.00673361
Insult0.017227544
Profanity0.012585391
Threat0.012492486
Severe Toxicity0.0018882751
Low Tox 0.05750068 Moderate Con 0.375 Fear_Threat
Feb 26, 2026 25 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
It's culture shock!. Canada does require a larger population, as many of us are now retired, but are new immigrants contributing to Canada's economy?
It's culture shock!. Canada does require a larger population, as many of us are now retired, but are new immigrants contributing to Canada's economy?
Identity Attack0.029144434
Insult0.018452216
Profanity0.0117997285
Threat0.0060325502
Severe Toxicity0.0013542175
Low Tox 0.05354243 Constructive 0.732 Question
Sep 21, 2025 Inside Canada's Indian Metropolis (Brampton)
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. …
I’m not shocked. One of my friends was dating a couple different men from India until they asked for her to marry them, they’d pay her money and divorce after they got their green card. Then said their plan was to go home, get married and bring their actual wife back to Canada.
Identity Attack0.037394293
Insult0.0154929245
Profanity0.0128245065
Threat0.006861079
Severe Toxicity0.0014209747
Low Tox 0.050573748 Moderate Con 0.482
Oct 2, 2025 IRCC Names India in Study …
This should have never been permitted....the change in this country is rapid & shocking!
This should have never been permitted....the change in this country is rapid & shocking!
Identity Attack0.0073255757
Insult0.017163089
Profanity0.011236101
Threat0.006874025
Severe Toxicity0.0011777878
Low Tox 0.044883765 Low Con 0.282
Sep 19, 2025 484 likes Inside Canada's Indian Metropolis (Brampton)
I went to Toronto and I was in SHOCK......... Everywhere, every buisness.. literaly everywhere
I went to Toronto and I was in SHOCK......... Everywhere, every buisness.. literaly everywhere
Identity Attack0.008546505
Insult0.01625293
Profanity0.014771583
Threat0.0066733654
Severe Toxicity0.0015449524
Low Tox 0.042657252 Moderate Con 0.407 Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
Im shocked at those videos being in Canada !!
Im shocked at those videos being in Canada !!
Identity Attack0.022791367
Insult0.013402912
Profanity0.013917602
Threat0.00713294
Severe Toxicity0.0017642975
Low Tox 0.04216247 Moderate Con 0.38 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Shock shock shock.............................................
Shock shock shock.............................................
Identity Attack0.0023863618
Insult0.013326911
Profanity0.016821137
Threat0.009048914
Severe Toxicity0.002155304
Low Tox 0.0414203 Moderate Con 0.386 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public …
Canadians, this problem has been going on for a long time, but only now are you waking up. When I arrived in Canada in 2017, I was shocked to start English classes at a public school. Only my friend and I were paying CAD 1,000 per month to study, while everyone (refugees) paid nothing to study and received CAD 500 per person, plus rent.
Identity Attack0.024801146
Insult0.015644927
Profanity0.010296722
Threat0.0058707283
Severe Toxicity0.0010061264
Low Tox 0.039935954 Constructive 0.684
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I was so shocked when I saw that statue in person 😭
I was so shocked when I saw that statue in person 😭
Identity Attack0.0068076057
Insult0.011692902
Profanity0.023721304
Threat0.008116818
Severe Toxicity0.0019741058
Low Tox 0.038519915 Moderate Con 0.455
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
What? When did they figure this out? I'm shocked what?. Lol
What? When did they figure this out? I'm shocked what?. Lol
Identity Attack0.0030338243
Insult0.0151129225
Profanity0.01764096
Threat0.007327127
Severe Toxicity0.0014019012
Low Tox 0.038048524 Moderate Con 0.338 Humor_Satire
Feb 18, 2026 Canadian immigration officers investigating hundreds …
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
The first time I arrived at Toronto Pearson airport, I was shocked . it literally looks like Delhi
Identity Attack0.016058605
Insult0.015872927
Profanity0.013644327
Threat0.006925808
Severe Toxicity0.0013828278
Low Tox 0.037577134 Moderate Con 0.39 Personal_Narrative
Jan 29, 2026 Inside Canada's Indian Invasion...
Truly shocking.
Truly shocking.
Identity Attack0.0021458757
Insult0.014808921
Profanity0.013336895
Threat0.006822242
Severe Toxicity0.0010442734
Low Tox 0.030859824 Moderate Con 0.374 Meta_Commentary
Oct 7, 2025 IRCC Names India in Study …
So what I’m hearing is they squeezed what they need to do over a 50-year period into 5 years. Of course it’s gonna shock the system.
So what I’m hearing is they squeezed what they need to do over a 50-year period into 5 years. Of course it’s gonna shock the system.
Identity Attack0.0024233595
Insult0.011046898
Profanity0.013336895
Threat0.008556974
Severe Toxicity0.0010108948
Low Tox 0.025674535 Low Con 0.222
Jul 7, 2025 1 likes How Canada broke its immigration …
Once again I’m shocked… NOT!
Once again I’m shocked… NOT!
Identity Attack0.0026638457
Insult0.012072904
Profanity0.012995303
Threat0.006375613
Severe Toxicity0.0010108948
Low Tox 0.02543884 Moderate Con 0.378 Humor_Satire
Feb 18, 2026 12 likes Canadian immigration officers investigating hundreds …

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.