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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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Active: "This place was once a …" 704 comments · Page 22 of 29
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a …
I felt compelled to write this. I appreciate you getting both sides and also asking some "hard" hitting questions that would mostly be seen as a rhetorical with a lot of people who have a distaste for Indians (You pay international student tuition, complain about it, why are you here in the first place?). However I really appreciate that you do show the beautiful side of a community just trying to keep each other safe and well fed, while unfortunately it's a bit more explicit in the Western world that we tend to be more 'figure it out by yourself. Life yourself by your bootstraps' type of mentality. There is an immigration issue, specifically a resesntement feeling within the country, but it's still important to humanize people and communities.
Identity Attack0.06704199
Insult0.037980765
Profanity0.03464781
Threat0.008026198
Severe Toxicity0.0029945374
Low Tox 0.1100022 Constructive 0.885 Moral_Argument
Oct 4, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open …
It's not race that makes countries great or bad. Since there is just one human race. Its the culture that makes places great. Culture or shared ideas among the populace. Specially ideas of being open minded, living and letting live, freedom, being tolerant etc. These are the best ideas or culture that if held long enough by the majority of the people will turn that place into a great civilization indeed. Every great civilization of history was built through this culture in history. persian empire, macedonian empire, roman empire, british empire and now the united states etc... were/are all very diverse and very tolerant of indians and their ideas... cultural exchange of ideas through indians and receiving diverse viewpoints which helped them become great. However great empires, great places and civilizations never last. They fall down. They fall down once the culture changes. which is natural since culture is not static but dynamic, since it exists only in the minds of people, it can change in the same generation, or in the next - all it takes is replacing existing ideas with other ideas in the minds of people large enough. This is what we are seeing happening in canada and India... a shift of culture. The same culture of responsible for turning India into a terrible country is being adopted by canadians. Meanwhile for the past few decades.. india on the other hand has been adopting the better culture and growing slowly and steadily with many mistakes and hurdles along the way towards a brighter future... slowly because its huge... steadily because it knows where to go.... mistakes and hurdles because its an open democracy... If this cultural shift keeps continuing this way... There will come a time where canada would look more like afghanistan and India will look like the us or scandinavia... However i hope thats not the case. and its just a phase that does not lead to some significant revolution in terms of peoples thinking.
Identity Attack0.07425626
Insult0.025413504
Profanity0.027273865
Threat0.00780612
Severe Toxicity0.0037574768
Low Tox 0.10956833 Constructive 0.639 Moral_Argument
Feb 26, 2026 Inside Canada's Indian Invasion...
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab …
I explained this a while ago technically he’s not trafficking people across the boarder it’s a loop hole. He drives you as if a uber would and you illegally cross yourself it’s just a punjab scheme. This is how this has been operating at a large scale for so long. If you want more info feel free to get in touch. They essentially give you guidance on how to do so, orchestrate most of it by setting up a temporary air b&b “the safe house” etc. everything has reasoning behind it where it falls in that grey area. In the end you cross the boarder by yourself they don’t help you cross and all the risk is on you. They delete the chats and point the finger saying “this guy just needed a ride and a place to stay”
Identity Attack0.020882076
Insult0.04383647
Profanity0.03915693
Threat0.009230154
Severe Toxicity0.0036811829
Low Tox 0.10826672 Constructive 0.711
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
If you allowed people to criminally BREAK INTO your home, would you expect it to be a cleaner and a better place to live?
If you allowed people to criminally BREAK INTO your home, would you expect it to be a cleaner and a better place to live?
Identity Attack0.0047357255
Insult0.024124376
Profanity0.013712646
Threat0.018882722
Severe Toxicity0.0030517578
Low Tox 0.10696511 Low Con 0.266 Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist …
On point! He should be back as Minister of IRCC. He understands that people are gaming the system. Canada’s immigration system is being exploited by many international students, temporary workers, illegal immigrants, and even tourist visa holders. IRCC is now granting repeated extensions on tourist visas. Why are they allowing these extensions? What are these individuals expected to do in Canada for years? Many tourist visa holders have been in Canada for several years — not necessarily because they refuse to leave, but because IRCC keeps extending their status. Some of these individuals end up working illegally, taking jobs from Canadian youth and citizens, and adding pressure to the housing market. The increasing numbers of asylum claimants, international students, temporary work permit holders, tourist visa holders, and undocumented individuals are placing strain on Canada and its citizens. IRCC needs to strictly follow the law and enforce regulations. If not, Canada’s immigration system will continue to be exploited, and abusive individuals or even criminals could find it easier to enter the country.
Identity Attack0.036105253
Insult0.043250903
Profanity0.014327513
Threat0.007340072
Severe Toxicity0.0023555756
Low Tox 0.10696511 Constructive 0.818 Policy_Critique
Feb 17, 2026 9 likes LILLEY UNLEASHED: The fall of …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education …
When I was a small child, I had planned to go to European and American countries based on my knowledge and good values and not for money because I thought that people with good education and rules followed lived there. Now I am 18 and it is very sad to see that people who lack basic manners are going there in exchange of money, yes it is true that you cannot bring knowledge and good values in yourself with money, European people and American people should also think about this and should ask questions to their government that why are they bringing these people to get profit in the vote bank or are they very educated people, but looking at the condition it is not true that Their parents may have also taught them basic manners, many Indians do not have the flexibility to change their habits after seeing the country, but they would have had problems with people coming to their country from outside who did not live in the Indian culture, but if they did not live with outsiders and were forbidden to do that, then that would be racism! One should follow whatever religion one wants but see again it should change with the new environment, even in nature when a species migrates to a new place it follows the rules and practices it uses, it does not mean that its genetics change completely.
Identity Attack0.037136484
Insult0.03511308
Profanity0.027683776
Threat0.007598988
Severe Toxicity0.0028038025
Low Tox 0.10609736 Constructive 0.759 Identity_Assertion
Feb 11, 2026 3 likes Inside Canada's Indian Invasion...
Brampton born and bread here 🙋‍♂️. During my childhood and teenage years, Brampton was known to be one of the most ethnically diverse places in the world. It wasn’t until my university years I noticed …
Brampton born and bread here 🙋‍♂️. During my childhood and teenage years, Brampton was known to be one of the most ethnically diverse places in the world. It wasn’t until my university years I noticed an influx of people of a particular demographic in my city. Now, the majority of Bramptonians who lived in the city 10+ years ago have essentially been flushed out of our own city. I’m not opposed to immigration at all but what this group have done to the fabric and culture of Brampton is so sad. It’s moved from a city of diversity to one of homogeneity and it’s absolutely disheartening.
Identity Attack0.055218685
Insult0.036214896
Profanity0.021125201
Threat0.008013252
Severe Toxicity0.0035476685
Low Tox 0.10522962 Constructive 0.721 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least …
It's too bad you didn't visit the many farms and gardens that the new Canadians have setup on the outskirts of Brampton. They are inspirational. That temple you showed has been there for at least 30 years - it was built in a field in the middle of nowhere at the time. I do agree that way too many young Indian men think the area is a place to live out the Grand Thief Auto fantasies ;-)
Identity Attack0.058401883
Insult0.033570543
Profanity0.013576009
Threat0.0067316215
Severe Toxicity0.002040863
Low Tox 0.10522962 Constructive 0.794 Solidarity
Sep 27, 2025 Inside Canada's Indian Metropolis (Brampton)
How about accountability for the government that created this mess in the first place.
How about accountability for the government that created this mess in the first place.
Identity Attack0.004439743
Insult0.05964688
Profanity0.017026093
Threat0.0066798385
Severe Toxicity0.0013256073
Low Tox 0.104361884 Low Con 0.242
Dec 25, 2025 Deportations From Canada at Their …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone …
‘In the first place, we should insist that if the immigrant who comes here in good faith becomes a Canadian and assimilates himself to us, he shall be treated on an exact equality with everyone else, for it is an outrage to discriminate against any such man because of creed, or birthplace, or origin.. But this is predicated upon the person’s becoming in every facet a Canadian, and nothing but a Canadian… There can be no divided allegiance here. Any man who says he is a Canadian, but something else also, isn’t a Canadian at all. We have room for but one flag, the Canadian flag… And we have room for but one sole loyalty and that is a loyalty to the Canadian people.’ Wilfrid Laurier 1907
Identity Attack0.060675595
Insult0.03335018
Profanity0.017026093
Threat0.007974415
Severe Toxicity0.0024986267
Low Tox 0.104361884 Constructive 0.515 Identity_Assertion
Sep 8, 2025 1 likes Why Canadians Are Turning Against …
Do a video on Melbourne Australia it’s like your last 5 videos in one place.
Do a video on Melbourne Australia it’s like your last 5 videos in one place.
Identity Attack0.01374736
Insult0.02193286
Profanity0.036401358
Threat0.016120117
Severe Toxicity0.00541687
Low Tox 0.103928015 Moderate Con 0.361 Call_To_Action
Feb 26, 2026 3 likes Inside Canada's Indian Invasion...
at least the place has some culture now lol
at least the place has some culture now lol
Identity Attack0.023595277
Insult0.026315894
Profanity0.030890211
Threat0.00746953
Severe Toxicity0.0032234192
Low Tox 0.103494145 Low Con 0.242 Humor_Satire
Nov 27, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
You should go to brooks Alberta dude the meat packing plant brought that place down now it's the city of 100 languages when the town can't even sustain itself
You should go to brooks Alberta dude the meat packing plant brought that place down now it's the city of 100 languages when the town can't even sustain itself
Identity Attack0.010137413
Insult0.03599453
Profanity0.014054239
Threat0.006738094
Severe Toxicity0.0021362305
Low Tox 0.103060275 Moderate Con 0.44 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
The Biden Administration did the same thing— Trump came in and turned the app into a self-deportation one. “Book your own free flight home on the CBP Home App… If we have to find you— …
The Biden Administration did the same thing— Trump came in and turned the app into a self-deportation one. “Book your own free flight home on the CBP Home App… If we have to find you— you’ll never come back. If you book your own flight out thru this app, it is free and you have a chance to come back legally one day. We’ll even throw in $1K USD for spending. This way you get the change to say goodbye, pack, and plan to leave… otherwise, we will pick the time and place you’ll leave and you’ll end up detained while waiting to leave.”
Identity Attack0.00984143
Insult0.038566336
Profanity0.021056883
Threat0.010395273
Severe Toxicity0.0028800964
Low Tox 0.10175867 Moderate Con 0.433
Nov 20, 2025 6 likes Thousands of refugees allowed into …
Time to call ICE and sweep the whole place clean
Time to call ICE and sweep the whole place clean
Identity Attack0.006289636
Insult0.019032324
Profanity0.02030538
Threat0.065292306
Severe Toxicity0.0059127808
Low Tox 0.10175867 Low Con 0.255 Call_To_Action
Feb 24, 2026 Inside Canada's Indian Invasion...
I agree with her points but why do most Conservate MP's have such a mouthy way of explaining their views???? A lot of what she is saying is already taking place.
I agree with her points but why do most Conservate MP's have such a mouthy way of explaining their views???? A lot of what she is saying is already taking place.
Identity Attack0.0036812867
Insult0.056719027
Profanity0.016957775
Threat0.006084333
Severe Toxicity0.0011253357
Low Tox 0.10089093 Constructive 0.625 Policy_Critique
Feb 23, 2026 'We do know that there's …
If an individual has been found to have a bogus claim, then deport them. If Visas have expired then then they should not be allowed to claim asylum and they should be deported. Non citizens …
If an individual has been found to have a bogus claim, then deport them. If Visas have expired then then they should not be allowed to claim asylum and they should be deported. Non citizens who have been criminally charged should be deported. The process is in place, it just needs to be adhered to.
Identity Attack0.030175667
Insult0.024768941
Profanity0.013268576
Threat0.020264024
Severe Toxicity0.002632141
Low Tox 0.10002319 Moderate Con 0.386 Policy_Critique
Feb 23, 2026 224 likes 'We do know that there's …
Lena Diab is the Liberal version of Alejandro Mayorkas. Put in place to do nothing.
Lena Diab is the Liberal version of Alejandro Mayorkas. Put in place to do nothing.
Identity Attack0.0045692353
Insult0.04090862
Profanity0.014259194
Threat0.0067251488
Severe Toxicity0.0012874603
Low Tox 0.0969861 Low Con 0.187 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Why did authorities trust these people in the first place ? What is the need for so many many turbans walking down the street in Canada
Why did authorities trust these people in the first place ? What is the need for so many many turbans walking down the street in Canada
Identity Attack0.025605056
Insult0.03566399
Profanity0.012038844
Threat0.0074954215
Severe Toxicity0.0019550323
Low Tox 0.0969861 Low Con 0.248 Identity_Assertion
Oct 1, 2025 2 likes IRCC Names India in Study …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a …
Segregation—whether by income, race, or religion—is deeply embedded across North America. In many ways, it defines how communities are formed. People are often drawn to this continent precisely because they believe they can find a place where they feel they belong—whether it's a gated community with an average household income of $250,000, or a neighborhood where Italian is predominantly spoken. With the exception of Indigenous peoples, everyone here has settled on land that once belonged to someone else, reshaping it to fit their own culture and needs. In Canada, this dynamic is particularly visible. It’s one of the easiest countries in the world to migrate to—whether through official channels or otherwise—largely due to historically lenient laws. Beyond immigration, Canada faces deeper systemic challenges. From weak enforcement around serious crimes to broader identity issues, the country may be in need of a serious re-evaluation. At its core, Canada must ask itself what it stands for, and what kind of nation it wants to be.
Identity Attack0.06704199
Insult0.02425329
Profanity0.027137227
Threat0.00967031
Severe Toxicity0.0031280518
Low Tox 0.09568449 Constructive 0.672 Policy_Critique
Oct 2, 2025 Inside Canada's Indian Metropolis (Brampton)
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent …
This is all of canada, by the way. There might be areas that are more concentrated. But I would go to say that there's places that are at least forty creeping up on fifty percent east India. Now in all parts of Canada. Not to say there isn't chinese filipino.Everything else here.But, yeah, east indian is number one right now 🎉
Identity Attack0.09162762
Insult0.022770792
Profanity0.01620627
Threat0.006925808
Severe Toxicity0.002298355
Low Tox 0.09568449 Constructive 0.579 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Just the tippity top of the iceberg. Keep digging, we've been the play place of foreign International influence groups too long.
Just the tippity top of the iceberg. Keep digging, we've been the play place of foreign International influence groups too long.
Identity Attack0.015154205
Insult0.03588435
Profanity0.014464149
Threat0.006647474
Severe Toxicity0.001373291
Low Tox 0.09525062 Low Con 0.229 Fear_Threat
Feb 18, 2026 Canadian immigration officers investigating hundreds …
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want …
I wish more people would see this video, it’s not about being racism e about to be Canadian in the first place. Integration and respect to the country. They left fora better life and want to change the culture of this country to impose your on. This is not right. This has gone to far.
Identity Attack0.04951127
Insult0.026702631
Profanity0.012722028
Threat0.0065115434
Severe Toxicity0.001745224
Low Tox 0.09525062 Constructive 0.651
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Canada wanted cheap labour and when the cheap labours are here they now need class. Remember you needed "cheap" labour in the first place.
Identity Attack0.025605056
Insult0.039151907
Profanity0.011150704
Threat0.005825418
Severe Toxicity0.0013446808
Low Tox 0.09525062 Low Con 0.3 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
In 20 years no one but South Asians will want to live in Brampton. Why travel 10000km to setup a city that looks and operates like the place you wanted to escape?
In 20 years no one but South Asians will want to live in Brampton. Why travel 10000km to setup a city that looks and operates like the place you wanted to escape?
Identity Attack0.06385879
Insult0.021288296
Profanity0.012926984
Threat0.0077154995
Severe Toxicity0.0023269653
Low Tox 0.09481675 Moderate Con 0.35
Sep 19, 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.