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 don't blame them. We …" 384 comments · Page 11 of 16
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable …
Why blame India for this issue? An entire ecosystem lures students with false promises of a better life in Canada, charging them exorbitant fees, often around $60,000. Upon arrival, these students find themselves stranded, unable to afford returning home, and forced into low-wage labor. This system begins with the overstaffed Canadian embassy in India, which issues visas, enabling those who profit from this cheap labor in canada. India itself is not responsible. In fact, when Indian authorities raised concerns about criminals exploiting this system to flee to Canada, Prime Minister Justin Trudeau deflected by accusing India in the Nijjar case. White Canadians also share responsibility, as they have not taken the time to understand this issue. Indians who migrated to Canada before 2021 are likely to suffer due to this situation.
Identity Attack0.20878418
Insult0.0836065
Profanity0.029888187
Threat0.010032792
Severe Toxicity0.00459671
Low Tox 0.20973456 Constructive 0.624 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
Trudeau started this mess. He is 100% to blame.
Trudeau started this mess. He is 100% to blame.
Identity Attack0.010211408
Insult0.16839184
Profanity0.015113175
Threat0.00789674
Severe Toxicity0.002822876
Low Tox 0.20839658 Low Con 0.174 Policy_Critique
Dec 17, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Liberal government to blame
Liberal government to blame
Identity Attack0.10221587
Insult0.07365121
Profanity0.041160982
Threat0.01254427
Severe Toxicity0.0048828125
Low Tox 0.20572066 Low Con 0.25
Jan 22, 2026 Why Canada’s immigration system has …
Buddy canada was dead before they needed a massive i flux of immigrants to run their economy. The government overdid it dont blame indians blame the government. Also theres a few bad apples on every …
Buddy canada was dead before they needed a massive i flux of immigrants to run their economy. The government overdid it dont blame indians blame the government. Also theres a few bad apples on every race and culture doesnt mean the entire populus is the same. You have some of the most educated high paying taxpayers in indian community
Identity Attack0.2331515
Insult0.07555214
Profanity0.023243073
Threat0.00951496
Severe Toxicity0.0062561035
Low Tox 0.2043827 Constructive 0.653 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
At the beginning, immigrants DID NOT receive citizenship for 10 years. They could NOT be out of Canada for 5 years & were THOROUGHLY vetted, something that changed in 2015 when Trudeau was unfortunately elected!! …
At the beginning, immigrants DID NOT receive citizenship for 10 years. They could NOT be out of Canada for 5 years & were THOROUGHLY vetted, something that changed in 2015 when Trudeau was unfortunately elected!! Canadian citizenship is no longer precious & we have the LIBERALS & LIBERAL VOTERS to blame!!
Identity Attack0.13805299
Insult0.082619295
Profanity0.013302735
Threat0.0068869707
Severe Toxicity0.0041389465
Low Tox 0.20335422 Constructive 0.567 Policy_Critique
Feb 23, 2026 LILLEY UNLEASHED: The fall of …
Justin Trudeau is the blame for this
Justin Trudeau is the blame for this
Identity Attack0.022188433
Insult0.15556364
Profanity0.017299367
Threat0.0077154995
Severe Toxicity0.0035095215
Low Tox 0.2028889 Low Con 0.215
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build …
Bro I'm Punjabi and I'm born in Brampton. Many people in my generation are integrated and we do more "Canadian" things that "Punjabi" things. People scapegoat Brampton and immigrants for the government failing to build and honour housing or infrastructure for the last 30 years. Of course there needs to be reforms on immigration but for the everyday person It’s way easier to blame a random brown guy for high rent than to admit the system is, and has been, broken by design. People have been moving, trading, and mixing for thousands of years.
Identity Attack0.21668483
Insult0.076819435
Profanity0.036401358
Threat0.009074804
Severe Toxicity0.005569458
Low Tox 0.2028889 Constructive 0.804
Jan 27, 2026 Inside Canada's Indian Invasion...
That’s the problem when to many migrants come from one country to your country it’s like an invasion and the government is to blame for reasons of economics - GDP growth- Educational funding as a …
That’s the problem when to many migrants come from one country to your country it’s like an invasion and the government is to blame for reasons of economics - GDP growth- Educational funding as a business model and cheap labour it’s all a false economy
Identity Attack0.18235919
Insult0.06634661
Profanity0.017572641
Threat0.006925808
Severe Toxicity0.0048828125
Low Tox 0.20219094 Moderate Con 0.499
Sep 25, 2025 Inside Canada's Indian Metropolis (Brampton)
Amazing how ‘individual behaviour’ magically becomes ‘Indian/Punjabi behaviour’ here. Every society has issues like addiction, crime, hate. Weird how only one group gets blamed on the internet.
Amazing how ‘individual behaviour’ magically becomes ‘Indian/Punjabi behaviour’ here. Every society has issues like addiction, crime, hate. Weird how only one group gets blamed on the internet.
Identity Attack0.19100772
Insult0.07745308
Profanity0.028230323
Threat0.008259222
Severe Toxicity0.005378723
Low Tox 0.20149297 Moderate Con 0.384 Moral_Argument
Jan 29, 2026 5 likes Inside Canada's Indian Invasion...
Blame the liberals. Bad people will do bad thinks. It is our leader's responsibility to protect Canadians.
Blame the liberals. Bad people will do bad thinks. It is our leader's responsibility to protect Canadians.
Identity Attack0.116281845
Insult0.0836065
Profanity0.014805742
Threat0.012233571
Severe Toxicity0.0040626526
Low Tox 0.20149297 Moderate Con 0.323 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
The liberal government is to blame for all this. It is being done by design. They want us poor and hungry so that we become scared and obedient citizens.
The liberal government is to blame for all this. It is being done by design. They want us poor and hungry so that we become scared and obedient citizens.
Identity Attack0.052944973
Insult0.097093195
Profanity0.020032106
Threat0.009204263
Severe Toxicity0.0035476685
Low Tox 0.20032968 Low Con 0.295 Unverified_Claim
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of …
I am an Indian immigrant living on GTA. If I was forced to live in Brampton, I would rather go back to India than live in Brampton. The problem with Brampton is a subset of Indians that are easily recognizable and do not assimilate. Most of these specific subset come here as students and through family sponsorship ( not regular immigration stream). The students get false documents for their language and educational credentials. The politicians are also to blame for pondering for their votes. If there is one ethnic group that has the capacity to destroy Canada further in the future to a point of no return, it is this subset. Unfortunately most Canadians do not know this, and Indians as a general group are seen as the problem. Next time just ask them where in India these people are from, and soon you will know for yourself.
Identity Attack0.2308735
Insult0.071433455
Profanity0.02795705
Threat0.00948907
Severe Toxicity0.0062179565
Low Tox 0.20009702 Constructive 0.695 Personal_Narrative
Oct 26, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two …
I feel this video does cover what's happening but don't answer the question why its happening. Here's what i think- To start with - A major population of indian immigrants in Canada come from two provinces/states - Punjab and Gujarat. From Punjab - Most of the population who migrates to Canada are villagers. They are notoriously famous in Punjab cities as well for creating trouble. They have no civic sense, always getting involved in illegal stuff, some use drugs, no etiquettes, poor hygiene and very arrogant sometimes. Another thing, Canadian government over the years stopped taking in-person interviews and got lenient with rules for gaining a visa especially for students which doesn't make sense and one should be catious so of what kind of people they are letting in their country. This leads to letting in a bunch of wrong people who are already a troublemaker in Punjab and then represents a bad of side of Indians. A side note - Every Indian province is very very different and not all people are same in India. It's definitely a shit situation which shows Canadian government definitely needed a better way to handle immigration. A lot of international students has been exploited by the system as well if you get to know from there point of view as well. Seeing the thumbnail and title of this video shows what kind of a person Tyler is. Without a proper research and understanding, he just made a video to appease people who hates on Indians. Title says Invasion, is he for real? I see way more Chinese immigrants here in Canada than any other nationality. Punjabi Indians are to be blamed as for creating a bad picture for themselves but hating on whole country without knowing them feels prejudiced. I hope whoever is reading to really open their eyes and understands that this is a government failure for not having strict rules and regulations. Indians have been immigrating to Canada for more than 100 years but you see them as a problem now due to last 8 years of bad decisions. Last thing, you see more Indians in Tim Hortons and mock them, is that a bad thing on loving and supporting a Canadian brand? Definitely poor english speaking employees is a problem, but that is a management issue. You don't like it, have a word with the Manager if they don't act on it, then I guess they don't really care for your opinion. Its on you now whether you want your coffee or better english 😂
Identity Attack0.17536941
Insult0.08831572
Profanity0.022423252
Threat0.008789998
Severe Toxicity0.0049591064
Low Tox 0.20009702 Constructive 0.774 Policy_Critique
Feb 20, 2026 Inside Canada's Indian Invasion...
I only blame the goverment of canada
I only blame the goverment of canada
Identity Attack0.12208464
Insult0.06372428
Profanity0.019553876
Threat0.009877442
Severe Toxicity0.004825592
Low Tox 0.19893374 Moderate Con 0.345 Policy_Critique
Sep 23, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between …
As an Indian individual born in Canada, I don’t think it is right to generalize all Indians for creating such a huge problem in Brampton. From this video, you can obviously see the differences between the Indians that want to be here and want to make a life here and the ones that are running time on their tourist visas. But do not blame the entire Indian population, its inaccurate.
Identity Attack0.27340925
Insult0.056719027
Profanity0.018255826
Threat0.0072106146
Severe Toxicity0.0037193298
Low Tox 0.19893374 Constructive 0.759 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Not Canada, the liberals are to blame. Gun violence has risen year after year since 2015. Housing crisis. Food/essentials go up weekly. Utility bills are astronomical. Liberals only make everything worse in every way.
Not Canada, the liberals are to blame. Gun violence has risen year after year since 2015. Housing crisis. Food/essentials go up weekly. Utility bills are astronomical. Liberals only make everything worse in every way.
Identity Attack0.07425626
Insult0.08434689
Profanity0.014225035
Threat0.010084574
Severe Toxicity0.0032615662
Low Tox 0.19789438 Moderate Con 0.398
Jun 22, 2025 How Canada broke its immigration …
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood …
The contrast between immigrants, many from India, and the rhetoric of those who now feel like a new minority was striking. It should not surprise me that racism appears anywhere humans are, but what stood out was how some speakers treated all Indians as a single people, despite hundreds of cultures, and accused them of failing to assimilate to ‘their way.’ Many of those voices were themselves descendants of immigrants who were once pressured to abandon Norwegian or other identities in the name of assimilation. Yet there was little evidence they had actually spent time getting to know their Indian neighbors, their cultures, friendships, or daily realities. Instead, the focus was fear and a narrative of societal collapse, rather than honest engagement that separates real local issues from blanket blame. Of course, any local community can have problems, and some groups can be unwelcoming. But the argument presented implied there is only one way to be Canadian. That echoes xenophobic rhetoric in the US about who counts as ‘American,’ often while ignoring the reality of Indigenous peoples entirely. I do not deny the importance of shared commitments like the rule of law, freedom, and evidence based policy rooted in the Enlightenment and scientific thinking. But culture and learning can coexist with those values. What troubled me most was how poverty and discrimination were replaced with racial generalizations, and how victim language was used to deflect responsibility, something that resembles DARVO. Given the same conditions, these problems could arise in any group, regardless of race.
Identity Attack0.22063516
Insult0.06826523
Profanity0.022969801
Threat0.00899713
Severe Toxicity0.004711151
Low Tox 0.19219314 Constructive 0.817 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Metropolis (Brampton)
There are more serious reasons, and the total number of temporary work permit holders as a percentage of the Canadian population is just a small fraction, while there is unemployment and crisis around the world, …
There are more serious reasons, and the total number of temporary work permit holders as a percentage of the Canadian population is just a small fraction, while there is unemployment and crisis around the world, and the impact of Trump’s tariffs. But immigrants are seen as the black sheep and blamed for everything in all agendas of both parties. If the Canadian government wants to limit businesses from hiring temporary work permit workers, they should set a quota for them. Businesses that cannot hire Canadian workers must leave those positions vacant. All companies like Tim Hortons, Metro, Farms, fast food shops, etc. should be banned from hiring temporary permit workers, and any company that hires more than 10% of its staff must be seriously fined. Is it difficult to do? Too easy.
Identity Attack0.11512129
Insult0.089778624
Profanity0.027273865
Threat0.0075083673
Severe Toxicity0.0046157837
Low Tox 0.19124292 Constructive 0.657
Oct 1, 2025 1 likes IRCC Names India in Study …
I blame all of this ness on Trudeau..full stop
I blame all of this ness on Trudeau..full stop
Identity Attack0.012943448
Insult0.12883772
Profanity0.019212283
Threat0.008531082
Severe Toxicity0.0030136108
Low Tox 0.19124292 Moderate Con 0.332
Dec 11, 2025 2 likes IRCC Names India in Study …
Trudeau and the Liberals are to blame for all this. They sacrificed Canada to buy their votes 🤔
Trudeau and the Liberals are to blame for all this. They sacrificed Canada to buy their votes 🤔
Identity Attack0.05794714
Insult0.08582769
Profanity0.013405213
Threat0.008013252
Severe Toxicity0.0030899048
Low Tox 0.18459146 Low Con 0.234 Policy_Critique
Aug 31, 2025 4 likes Why Canadians Are Turning Against …
Immigrants are not aliens, they are legal immigrants. On the other side, original Canadians are to be blame for their low birth rate, due to which government hasn't any choice but to have foreigners to …
Immigrants are not aliens, they are legal immigrants. On the other side, original Canadians are to be blame for their low birth rate, due to which government hasn't any choice but to have foreigners to run the businesses and dialy life course. The low birth rate is real issue. If the people of Canada didn't focus on this, sooner or later foreigners will overtake Canada. And of course when immigrants comes, surely they will bring their culture and living style too. Asking them to adopt Candian culture from the first day is senseless. There is no point of blaming immigrants for overtaking Canada.
Identity Attack0.18158256
Insult0.06582214
Profanity0.017709278
Threat0.007353018
Severe Toxicity0.0044059753
Low Tox 0.18459146 Constructive 0.573 Policy_Critique
Sep 27, 2025 1 likes Why Canadians Are Turning Against …
Blame the government
Blame the government
Identity Attack0.04641757
Insult0.05203446
Profanity0.037403382
Threat0.024753258
Severe Toxicity0.0046920776
Low Tox 0.18269104 Low Con 0.286
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
Liberals have been in Power for over 10 years The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Liberals have been in Power for over 10 years The Blame in the fall of our Country falls squarely on their Shoulders!!!!!!!!
Identity Attack0.052035484
Insult0.0817555
Profanity0.015215653
Threat0.008336896
Severe Toxicity0.0037002563
Low Tox 0.18174082 Low Con 0.267 Policy_Critique
Feb 17, 2026 2 likes LILLEY UNLEASHED: The fall of …
2026 Ashamed of nothing , offended by everything , no accountability for anything, contribute to nothing, entitled to everything, blame everyone else for everything! Meh
2026 Ashamed of nothing , offended by everything , no accountability for anything, contribute to nothing, entitled to everything, blame everyone else for everything! Meh
Identity Attack0.00569767
Insult0.07840354
Profanity0.018119188
Threat0.007417747
Severe Toxicity0.002822876
Low Tox 0.17891699 Low Con 0.276 Identity_Assertion
Feb 10, 2026 1 likes Inside Canada's Indian Invasion...
Everyone is to blame: Social media apps, Punjabi Pop Culture, past generations and the govt policies
Everyone is to blame: Social media apps, Punjabi Pop Culture, past generations and the govt policies
Identity Attack0.11512129
Insult0.08508729
Profanity0.040910475
Threat0.01086132
Severe Toxicity0.006904602
Low Tox 0.17805049 Low Con 0.271
Oct 25, 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.