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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 #}

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Browse comments with toxicity & constructive scores. Filter by keyword, polarity, toxicity range, or cluster.

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Active: "My question is, do we …" 330 comments · Page 6 of 14
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same …
For someone who presents himself as a “journalist,” this is a deeply dishonest piece of work. The framing is not subtle: loaded titles, racial counting, selective locations, and deliberately uneven questioning all push the same conclusion. Immigrants are interrogated about their presence and legality, while others are invited to pass judgment on them. When racial stereotypes are voiced, you don’t challenge them — you laugh. That’s not an accident, and it’s not neutral. You clearly understand that housing shortages, sanitation issues, and infrastructure strain are the result of policy failures and poor planning. Yet you repeatedly avoid those causes because blaming systems doesn’t generate clicks the way racial implication does. Reducing complex, structural problems to identity isn’t investigative — it’s lazy, cynical, and intellectually shallow. When a city worker gives a grounded response that doesn’t fit the narrative you’re pushing, it’s brushed aside. When visuals can be used to imply blame, they’re highlighted. That pattern makes the “just asking questions” defense ring hollow. This isn’t exposing truth — it’s manufacturing outrage and calling it journalism. With your reach, that’s not just irresponsible, it’s embarrassing. You're not a journalist but just a racist. That's all
Identity Attack0.1064171
Insult0.123407245
Profanity0.022354934
Threat0.007961469
Severe Toxicity0.004272461
Low Tox 0.22043827 Constructive 0.527 Policy_Critique
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee …
This makes me question all of his videos. Its a lovely place to raise a family. Things got worse in covid with mass immigration. But this is selective journalism. Canada needs immigration, it's its refugee and asylum seekers who are a liability. Also as a sikh Indo Canadian. I couldnt care less about Khalistan.
Identity Attack0.23163283
Insult0.06984934
Profanity0.020032106
Threat0.007197669
Severe Toxicity0.0050735474
Low Tox 0.21374844 Constructive 0.782 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
I can’t believe this lady is our immigration minister. She can’t handle any questions asked.
I can’t believe this lady is our immigration minister. She can’t handle any questions asked.
Identity Attack0.033011556
Insult0.14331897
Profanity0.01490822
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.20572066 Moderate Con 0.323 Policy_Critique
Feb 27, 2026 46 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
Michelle Rempel-Garner is a taxpayer funded politician that doesn't even live in her riding nor does she live in Canada, read about her in different forums and subreddits you will know how good of a …
Michelle Rempel-Garner is a taxpayer funded politician that doesn't even live in her riding nor does she live in Canada, read about her in different forums and subreddits you will know how good of a politician she is. What she is doing here is trying to win votes by creating hate and divide and unfortunately people are blinded by hate to see it. She is not even letting the person answer before firing her next question, just getting half story and letting people speak to a point where she can use that to further push her parties ideology.
Identity Attack0.021585498
Insult0.16337912
Profanity0.047173142
Threat0.008077981
Severe Toxicity0.004501343
Low Tox 0.2043827 Constructive 0.645
Oct 1, 2025 IRCC Names India in Study …
8:19 he didn’t even answer the question just spoke out of pure hate. Hating an entire continents population based off misinformation is sad.
8:19 he didn’t even answer the question just spoke out of pure hate. Hating an entire continents population based off misinformation is sad.
Identity Attack0.025404079
Insult0.0811385
Profanity0.020920247
Threat0.008259222
Severe Toxicity0.0036811829
Low Tox 0.20335422 Moderate Con 0.352 Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
Shes just like all liberals .they never answer a direct question
Shes just like all liberals .they never answer a direct question
Identity Attack0.10221587
Insult0.11797678
Profanity0.022149978
Threat0.0067057298
Severe Toxicity0.0037956238
Low Tox 0.20335422 Low Con 0.207 Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
2026-2-26-why do you not ask the Carney government directly about these two ministers who need to be replaced - officially - due to their absolute and incomprehensible lacking in leadership abilities and skills - why …
2026-2-26-why do you not ask the Carney government directly about these two ministers who need to be replaced - officially - due to their absolute and incomprehensible lacking in leadership abilities and skills - why he keeps them in their respective portfolio? But he absolutely needs to be also removed He is doing so much harm to Canada as this 70 yr old has never seen in her entire adult life He has done nothing to repair the relationship with USA Which he has to repair No instead he is working on China Go figure why Because they are a communist regime Whereas the USA is a democracy and solvant democracy such as our own and as far back Canada use to have a rather strong relationship with them But now its not Why? These are the kind of questions that should be asked Why Because CTV and CBC Are our CNN NBC Equivalent of fake news And totally Libéral bias
Identity Attack0.010063417
Insult0.16751462
Profanity0.020168742
Threat0.013631714
Severe Toxicity0.0051498413
Low Tox 0.20312156 Moderate Con 0.448 Call_To_Action
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of …
I really appreciate that you did this video to try and shine some light on what's happening in Canada. However, this was such a missed opportunity. There was never any questions about why millions of indians have been allowed in the country in record numbers. There is so much fraud in the government with their diploma mills, drug trafficking and employment scams. This video could have been so much bigger and exposed the corruption in the Canadian government. This is not what Canadians want
Identity Attack0.16373143
Insult0.09563028
Profanity0.017436003
Threat0.007301235
Severe Toxicity0.004425049
Low Tox 0.2028889 Constructive 0.698 Policy_Critique
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean …
I see in the comments section there are a lot of people claiming racism and sexism about the video. How is asking questions to people that live in these places any of that? I mean judging off of the poor English used in the comments I kinda get who it is
Identity Attack0.10221587
Insult0.06529768
Profanity0.06195303
Threat0.008556974
Severe Toxicity0.0052261353
Low Tox 0.20126031 Constructive 0.625 Meta_Commentary
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
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...
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, …
Missing key facts here. India has the highest violations but also the highest representation amongst students. Because the fees these institutions are asking for can only be paid by Indian/Chinese parents. The real question is, is the proportion of the people who is dishonest is same in all international students regardless of their country or not? These people spends tonnes of money not for the non value diploma Canada offers but the chance of permanently staying in Canada and will be dishonest to make that happen.
Identity Attack0.17536941
Insult0.0838533
Profanity0.019758832
Threat0.007819066
Severe Toxicity0.004196167
Low Tox 0.19986437 Moderate Con 0.494 Policy_Critique
Sep 30, 2025 1 likes IRCC Names India in Study …
Nice question ❤ Will they go back to Khalistan? If they get it 😅
Nice question ❤ Will they go back to Khalistan? If they get it 😅
Identity Attack0.17070955
Insult0.04910661
Profanity0.040910475
Threat0.027861187
Severe Toxicity0.008964539
Low Tox 0.1996317 Moderate Con 0.302 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
Assuming that the issues discussed in these sessions are important to Canadians and that the Liberal government is all for transparency, why are the MPs seeking information/answers on behalf Canadians so limited in time to …
Assuming that the issues discussed in these sessions are important to Canadians and that the Liberal government is all for transparency, why are the MPs seeking information/answers on behalf Canadians so limited in time to ask questions? I have watched many of these sessions and the interviewees always appear unprepared, or ignorant of how their departments function, or give evasive replies.
Identity Attack0.0102854045
Insult0.1669316
Profanity0.014634945
Threat0.0059548756
Severe Toxicity0.0015258789
Low Tox 0.19870108 Constructive 0.628
Sep 30, 2025 IRCC Names India in Study …
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the …
2:33 the assimilation question...what would be different if they assimilate? everything will still be Indian...the difference is not just the fact that they are not working...they have totally different values and culture and mentality...so the question is why they come from their countries and turn the other countries into their country again? maybe one of the reasons native Canadians are homeless and poor is because they feel that they do not have their culture anymore...they literally had the rug pulled from under them...it is depressing and distressful...they have been discarded and left totally unprotected
Identity Attack0.19100772
Insult0.06564732
Profanity0.02344803
Threat0.0072235605
Severe Toxicity0.0049972534
Low Tox 0.18744208 Constructive 0.612 Identity_Assertion
Jan 30, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
I need the question on why they want to come to a cold climate? Just why? Just cause there’s Gibbs? They’re willing to just freeze their a$$ off. I don’t even wanna live up there.
I need the question on why they want to come to a cold climate? Just why? Just cause there’s Gibbs? They’re willing to just freeze their a$$ off. I don’t even wanna live up there.
Identity Attack0.015757138
Insult0.06337463
Profanity0.15195307
Threat0.00933372
Severe Toxicity0.006713867
Low Tox 0.18269104 Moderate Con 0.336 Question
Jan 27, 2026 Inside Canada's Indian Invasion...
Download app. Get shipped to Canada. No questions asked. Criminal wanting to come to Canada? No problem! You can just run off as soon as you arrive and disappear into the underbelly (now upperbelly) of …
Download app. Get shipped to Canada. No questions asked. Criminal wanting to come to Canada? No problem! You can just run off as soon as you arrive and disappear into the underbelly (now upperbelly) of crime. 👍 This advertisement has been brought to you by the government of Canada eh. 🇨🇦
Identity Attack0.061130337
Insult0.06858205
Profanity0.014942379
Threat0.048481647
Severe Toxicity0.005607605
Low Tox 0.18174082 Low Con 0.243 Humor_Satire
Nov 21, 2025 Thousands of refugees allowed into …
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from …
As an Indian, that's really sad and I'm sorry on behalf of everyone Every country needs to protect it's identity If you're proud of your country, stay there. If you wish to move out from your country just assimilate, learn their language , learn their rules, follow their traditions and be nice Idk why it's so difficult for them to understand such basic things Government needs to thoroughly scrutinise immigrants. Tbh it's bad for both countries There are good, kind and respectful Indians but because of these idiots who don't assimilate and behave stupidly, the actual good ones get hate and face racism For canada or any country, immigrants should only be legitimately skilled. Before entering the country they need to be taught the rules and asked straightforward questions by the officers I support immediate deportation of all those idiots who don't assimilate and create ruccus in other countries
Identity Attack0.15517195
Insult0.06599696
Profanity0.07934829
Threat0.009540852
Severe Toxicity0.008430481
Low Tox 0.17805049 Constructive 0.805 Moral_Argument
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of …
At last, some media outlets have found the courage to speak the truth; a truth that 90% of the country has been whispering behind closed doors, too afraid to say out loud for fear of being branded racist. A large number of these individuals have arrived with fake diplomas, and nobody dares verify them. Why? Because even questioning their credentials risks backlash and accusations of discrimination. And when the diplomas are real, the educational standards often don't measure up, resulting in subpar performance and poor-quality service. Many arrive under the pretense of being students, legally allowed to work only 20 hours a week. But they bypass this by exploiting loopholes in shift trading policies at major Canadian companies, racking up 40+ hours a week with ease. This isn’t disorganized opportunism, it's calculated and coordinated. Their communities are becoming increasingly unified and powerful, turning into breeding grounds for corruption, ethnic nepotism and tribalism. They use their community ties and visible minority status to fast-track into positions far beyond their skill or experience levels. Once inside, they bring in more of their own, creating insular hiring circles designed to shield and advance one another, regardless of merit!
Identity Attack0.051126
Insult0.08410009
Profanity0.027547138
Threat0.008531082
Severe Toxicity0.0037956238
Low Tox 0.17458448 Constructive 0.607 Unverified_Claim
Jun 22, 2025 How Canada broke its immigration …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and …
Most effective form of Positive Communications with Indian People In Canada. from this day forward, if in your daily travels and tasks, at any time you run into an Indian in Canada; EXTREMELY POLITELY and with calmness, quietly, with ZERO Levels of loudness or aggression. Friendly introduce yourself, smile, and ask them a very simple question: "Excuse me, I believe that you are from India" If the answer is Yes then ask this POLITELY: "Why are you here in Canada?" If they answer "Work", then a third question is possible. "Many Indians say that they do not like Canada, weather, religion, food, etc "a recent poll said that less than ONE PERCENT of Single Indian women will ever date a non-Indian Canadian citizen". I am curious who gave you the instructions to never date White Canadian Men? And I am extremely curious about the wave of Single Indian Ladies moving to a country filled with a population of men that you find unattractive and uninteresting to know. "Why would an attractive single Indian Lady that dislikes White Skinned Men, relocate to a Country where the a majority of men are White Shinned ? " Can you tell us the Truth please. We are very interested in learning. THANK YOU
Identity Attack0.18546575
Insult0.0573046
Profanity0.027820412
Threat0.009178371
Severe Toxicity0.0064086914
Low Tox 0.17198499 Constructive 0.754 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Metropolis (Brampton)
A Liberal unable to answer a question??? I'm shocked!!!
A Liberal unable to answer a question??? I'm shocked!!!
Identity Attack0.047190998
Insult0.08212569
Profanity0.0128245065
Threat0.007029374
Severe Toxicity0.0025558472
Low Tox 0.17198499 Low Con 0.269 Humor_Satire
Feb 26, 2026 2 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
to the people angry at immegration i have a few questions . the immegrants bharampton whos country are they working for india or canada ? where would the money that they produce go to india …
to the people angry at immegration i have a few questions . the immegrants bharampton whos country are they working for india or canada ? where would the money that they produce go to india or canada ? where would they live and help make better . so let me ask u what is ur problem with immegration when ur the country that benefiting from it ? when u are having new jobs , a better demographics etc etc from this deal why hate them ? also no u cant just issue political assylum in canada . u need a student visa u have to work for it as well
Identity Attack0.10757765
Insult0.0670459
Profanity0.024951037
Threat0.0077025536
Severe Toxicity0.0043296814
Low Tox 0.1693855 Constructive 0.685 Economic_Argument
Oct 7, 2025 Inside Canada's Indian Metropolis (Brampton)
Simple answer to all of your questions: pos WEF government that was elected by VERY low information voters is destroying the country. People will revolt when it gets bad enough but will it be too …
Simple answer to all of your questions: pos WEF government that was elected by VERY low information voters is destroying the country. People will revolt when it gets bad enough but will it be too late by that time like the UK?
Identity Attack0.027413858
Insult0.07523532
Profanity0.022286616
Threat0.012906751
Severe Toxicity0.0037002563
Low Tox 0.1693855 Moderate Con 0.334
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
And we question why President Trump is being so hard on Canada. We are a huge security threat. And it’s getting worse. Thanks Liberals.
And we question why President Trump is being so hard on Canada. We are a huge security threat. And it’s getting worse. Thanks Liberals.
Identity Attack0.03636306
Insult0.075868964
Profanity0.01402008
Threat0.011638066
Severe Toxicity0.0032997131
Low Tox 0.16765249 Moderate Con 0.34 Fear_Threat
Feb 27, 2026 21 likes BATRA’S BURNING QUESTIONS: Canada’s absent …
To the person who talks about Hinduism being all encompassing, my question is “what about the Dalits. And the caste believes still practiced today even when it’ “outlawed””
To the person who talks about Hinduism being all encompassing, my question is “what about the Dalits. And the caste believes still practiced today even when it’ “outlawed””
Identity Attack0.19693321
Insult0.04442204
Profanity0.027410502
Threat0.009230154
Severe Toxicity0.005531311
Low Tox 0.165053 Moderate Con 0.387
Oct 29, 2025 Inside Canada's Indian Metropolis (Brampton)
While the end result is the actual "immigrant", you can tell these new immigrants all day and night to go back to their country... The immigrant themselves will be looking at you like... Huh? Why? …
While the end result is the actual "immigrant", you can tell these new immigrants all day and night to go back to their country... The immigrant themselves will be looking at you like... Huh? Why? Not understanding why people say that to them. Folks, the Trudeau/Carney Gov was the problem all along. Trudeau's campaign on bringing 500,000 a year made this a field day for everyone around the world... Furthermore the campaigns they would have in other countries to literally sell the idea for them to apply to become an immigrant in Canada. The libs are 100% responsible for what is happening now... For me to tell an immigrant, the he/she is not wanted here is not relevant... The government sold them the pitch to come here for a better life.... Trudeau allowed other loopholes to happen too.... Migrants through applying to colleges and universities, migrants through the liberal foreign work program and the list goes on. Now we have a problem and everyone sees it.... The question is what do we do as Canadians... I exercised my vote for blue...but we still had a majority of liberal supporters which was not just surprising but it seemed that people think Conservatives are bad people who are racist and want to follow trumps steps... i begged to differ.... I think what many of us are aiming for is a cleaning up of liberal policies... And stop immigration from ALL PLACES. Allow Canada to re-coop, reestablish and redevelop what it always was.
Identity Attack0.10221587
Insult0.06984934
Profanity0.02167175
Threat0.007909686
Severe Toxicity0.0043296814
Low Tox 0.165053 Constructive 0.776
Sep 8, 2025 Why Canadians Are Turning Against …

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.