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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 #}

Comment Explorer

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

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Active: "Once such a beautiful country, …" 94 comments · Page 4 of 4
I wouldn't love this beautiful country goes down the drain ! Cheers
I wouldn't love this beautiful country goes down the drain ! Cheers
Identity Attack0.043581683
Insult0.025542418
Profanity0.021056883
Threat0.009877442
Severe Toxicity0.0037765503
Low Tox 0.11652588 Moderate Con 0.426 Fear_Threat
Aug 25, 2025 1 likes Why Canadians Are Turning Against …
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Rise up Canada🇨🇦. Become beautiful again. End all wicked ways of thinking in your Country. Remove all evil.
Identity Attack0.03223813
Insult0.036325075
Profanity0.016342908
Threat0.018364733
Severe Toxicity0.002861023
Low Tox 0.112540044 Moderate Con 0.303 Call_To_Action
Aug 26, 2025 1 likes Why Canadians Are Turning Against …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I …
Spot on One of the rare few BEST casts I have watched. Every word is correct said. I am Canadian, I've been to Jamaica and fell in love with the beautiful country and people. I was hoping to live out my final years in Jamaica, but Canada's Liberal government has drained and taken that dream from me and made that move unaffordable now because of their destructive policies. 😢
Identity Attack0.023595277
Insult0.0638991
Profanity0.012517073
Threat0.00636914
Severe Toxicity0.0016593933
Low Tox 0.112436704 Constructive 0.796
Sep 1, 2025 1 likes Why Canadians Are Turning Against …
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)
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to …
Grew up in Brampton from age 5-10, half a decade of being a kid in such an open suburb area. Many neighbourhoods now we're farmlands and empty lots. The Indian population was just starting to boom, as I thought would all other ethnicities. Regardless of the changes of demographics, Brampton is still such a beautiful city, just taken over by overpopulation at a fast pace. We do not complain, but as a Country we should consider the rate of growth as a positive but also has many negatives. Finding jobs in Brampton is nearly impossible as a young adult - and also looking for new homes with landlords that aren't of Indian descent is becoming a rare occurrence. Changes can be made to benefit both Canadians and Indians as we are known for accepting all cultures, that is what I love about Canada. It is a sight to see when you witness the Indian culture in Brampton, lets not take that away!
Identity Attack0.060220852
Insult0.03070583
Profanity0.021876704
Threat0.008867673
Severe Toxicity0.0033569336
Low Tox 0.09785384 Constructive 0.869 Personal_Narrative
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
multiculturalism is beautiful, i pray our government can find a more sustainable way to continue growing our country, and hopefully bring an end to all this racial tension.
multiculturalism is beautiful, i pray our government can find a more sustainable way to continue growing our country, and hopefully bring an end to all this racial tension.
Identity Attack0.08500996
Insult0.015872927
Profanity0.024131214
Threat0.010809537
Severe Toxicity0.0039100647
Low Tox 0.09741997 Constructive 0.583
Sep 18, 2025 22 likes Inside Canada's Indian Metropolis (Brampton)
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just …
Just wish we would not cry more later: they no only conquer Brampton, they take away all Canadian’s jobs gradually . Are all Canadian work hard to build such a beautiful, well respected country just for them?
Identity Attack0.038167715
Insult0.028832749
Profanity0.012004685
Threat0.0079873605
Severe Toxicity0.0019454956
Low Tox 0.09308127 Constructive 0.551 Fear_Threat
Jan 29, 2026 Inside Canada's Indian Invasion...
Correction, not all the immigrants are the same, I've been working tirelessly since the day I landed in this beautiful country.
Correction, not all the immigrants are the same, I've been working tirelessly since the day I landed in this beautiful country.
Identity Attack0.06158508
Insult0.02103047
Profanity0.013951761
Threat0.0060713873
Severe Toxicity0.0017356873
Low Tox 0.085582085 Constructive 0.697
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at …
This all makes me very sad within the last 10 years because it's not what I grew up with and loved 😢 I grew up with multiculturalism enriching my childhood. Learning from different cultures at friends dinners and other different friends houses and attending eastern-themed event from all different parts of the East. There was so much to learn just in my own country from other people from other countries it was fascinating !!! I got to take part in different ceremonies and watch different people celebrate the same sort idea about something in much different ways, I loved it. I learned at least half of my best exterior Plastering tricks from people that had thick accents from all over the East and I'm better plasterer because of it. I learned cooking recipes in the kitchen that I probably never would have stumbled across randomly. I was shown in person all the nuances to certain ways different cultures cooked - like how amazing is that!! There are maybe only a few tricks that I was able to show in return but I always tried to do my best ! The amount of community an alternate types of activities or interesting festivals that without multiculturalism would not even exist . When I was young everybody new integrated into the neighborhood unit first got to know the neighbourhood we're introduced the community center and then obviously people have their own separate areas that they prefer. We first became one, one by one, and meet each other and try to have some fun together that's the whole point! Community or block parties when I was a kid had all of our parents looks like representatives from different countries, that's the way it used to be anyway.... where did it all go? I stopped seeing this type of beautiful multi-ethnic Harmony roughly 10 years ago. Not only that when I try to be a part of new things I am literally turned away or shunned in some weird way I don't know why... I can't even believe how I'm treated.
Identity Attack0.037394293
Insult0.024640027
Profanity0.023106437
Threat0.0071588317
Severe Toxicity0.0028419495
Low Tox 0.083999306 Constructive 0.852
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 …
22years ago a family of four newcomers - mom, dad and two kids, from Pakistan, moved in next door to us in a small south west Ontario city. Beautiful neighbourhood with lovely homes. Within 18 months there were 21 family members - parents, aunts, uncles, cousins, etc - packed in there and the government cheques were pouring in; surprise, surprise; suddenly they were able to start buying businesses and investment properties. Don’t get me wrong, they were nice and only took advantage of everything the government was offering but they certainly flaunted rules and what I’d call Canadian conventions. Their house and property was turning into a complete shithole and we did the “white flight” shortly afterwards. Make no mistake, whether it’s India or Pakistan, we are slowly, or maybe not so slowly, be colonized by those countries…and those are not nice countries.
Identity Attack0.018972786
Insult0.023221988
Profanity0.01982715
Threat0.0071717775
Severe Toxicity0.0020885468
Low Tox 0.049831573 Constructive 0.676 Personal_Narrative
Sep 19, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
Well done Quebec! Vive le Québec vital et libre. Our country has sold us out our political class has completely betrayed us. It's time to restore ourselves as masters of our own destiny in this …
Well done Quebec! Vive le Québec vital et libre. Our country has sold us out our political class has completely betrayed us. It's time to restore ourselves as masters of our own destiny in this beautiful land of ours. Je suis très hureux d'entendre ces actualites de ca. Bon travail mes amis! Amour de tes frères à l'Alberta! Laissons nous créer un avenir nous aurons fierté dans nos mêmes encores. Excuse mon français mauvais j'ai besoin plus pratiquer. Je suis si content. Vous m'avez donné espoirs pour l'avenir de nos pays! 😭😭🥰🥰
Identity Attack0.0073255757
Insult0.028502205
Profanity0.017777596
Threat0.007029374
Severe Toxicity0.0020313263
Low Tox 0.049336795 Constructive 0.712
Nov 24, 2025 Quebec Ends Economic Immigration Program …
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
We were one election away from from total collapse in the US. I'm glad to see the Canadian people wake up and take their beautiful country back
Identity Attack0.016762028
Insult0.017549826
Profanity0.010535837
Threat0.006641001
Severe Toxicity0.0011825562
Low Tox 0.041172907 Constructive 0.549 Call_To_Action
Aug 25, 2025 6 likes Why Canadians Are Turning Against …
We are born canadian and are thinking of Leaving the country. What happened to my beautiful country
We are born canadian and are thinking of Leaving the country. What happened to my beautiful country
Identity Attack0.018168874
Insult0.013630914
Profanity0.011236101
Threat0.007417747
Severe Toxicity0.00166893
Low Tox 0.040430736 Constructive 0.538
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
🇨🇦 Canada and Canadians firts 🇨🇦 This country is beautiful, please don't spoil it! 🙏🏻
Identity Attack0.009619443
Insult0.016936934
Profanity0.013883443
Threat0.0065956907
Severe Toxicity0.001039505
Low Tox 0.03781283 Constructive 0.527 Identity_Assertion
Sep 12, 2025 1 likes Why Canadians Are Turning Against …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new …
I am a new permanent resident in Canada. This video is very true regarding our integration. You are absolutely right. Newcomers must integrate, as it is the beginning of a new life in a new environment. What I do not fully agree with is when you complain about the social benefits given by the government to newcomers. It is not free money; we will pay it back later in taxes. We cannot build life projects depending on these benefits. Ask each newcomer if they are satisfied with these benefits rather than a good job. We want to contribute to the economy of this beautiful country. For example, I came to Canada with specific goals, including starting an IT company, which was difficult to achieve at home due to lack of opportunities. So, don't blame immigrants too much; in my opinion, responsibilities should be shared among all of us, including the government.
Identity Attack0.006696612
Insult0.013896915
Profanity0.011816809
Threat0.0062526283
Severe Toxicity0.0008869171
Low Tox 0.024260364 Constructive 0.915 Personal_Narrative
Sep 5, 2025 1 likes Why Canadians Are Turning Against …
There must be a solution. Don't give up on your country guys. The most beautiful country is Canada with kindest and most nicest people.
There must be a solution. Don't give up on your country guys. The most beautiful country is Canada with kindest and most nicest people.
Identity Attack0.008398513
Insult0.009982891
Profanity0.010621235
Threat0.006330303
Severe Toxicity0.0008392334
Low Tox 0.022256956 Constructive 0.541
Sep 19, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
Thank you for reporting on this. We are tired. I miss my beautiful country. Hopefully we can have our old Canada back one day, when the right person finally gets elected.
Thank you for reporting on this. We are tired. I miss my beautiful country. Hopefully we can have our old Canada back one day, when the right person finally gets elected.
Identity Attack0.004846719
Insult0.0092228865
Profanity0.009493981
Threat0.0067898775
Severe Toxicity0.0007534027
Low Tox 0.015707577 Constructive 0.606 Identity_Assertion
Jan 28, 2026 Inside Canada's Indian Invasion...
There's 193 other countries and 10 beautiful provinces to visit.
There's 193 other countries and 10 beautiful provinces to visit.
Identity Attack0.000107742235
Insult0.0001226809
Profanity0.000015916237
Threat0.000034057768
Severe Toxicity0.000002299265
Low Tox 0.00036048915
Dec 10, 2025 81 likes
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and …
Why would I visit Nazy Germany 2.0? Unless you want to risk ending up in one of their detention centers (concentration camps) the go ahead. I'm staying in Canada there are other more welcoming and beautiful countries to visit.
Identity Attack0.00007052848
Insult0.00011272319
Profanity0.000018407784
Threat0.000022497099
Severe Toxicity0.000002824779
Low Tox 0.0002750349 Fear_Threat
Dec 9, 2025

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.