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Canadian Immigration Dashboard [ CID ]
Civility Analysis

Discourse Quality

Toxicity and constructive discourse scores from Google's Perspective API (via Communalytic).

Comments Scored
55,769
Embeddings
55,418
Avg Toxicity
0.2446
Avg Constructive
0.4192
Highly Toxic (>0.5)
7,830
14.0% of scored

Toxicity Breakdown by Video (Top 10)

Average toxicity scores across comments on each video — bars show how commenters' language scores on each toxicity dimension.

Constructive vs Toxic

Each point is a comment. X-axis = toxicity, Y-axis = average constructive score (affinity, compassion, curiosity, nuance, personal story, reasoning, respect).

27,099
Constructive & Civil
2,759
Passionate but Toxic
19,440
Neutral / Low Signal
4,931
Purely Toxic

Based on 54,229 comments with both toxicity and constructive scores.

Toxicity & Constructiveness Over Time

Monthly average toxicity vs constructive scores — track how discourse quality shifts around key events.

Discourse Quality Score by Video (Top 10)

Composite score = avg constructive - avg toxicity, computed from comment-level Perspective API scores. Green bars = net constructive discourse; red bars = net toxic discourse.

Discourse Quality Score by Channel (Top 10)

Same composite score aggregated by channel — based on comment toxicity/constructiveness scores, not the channel's own content. Which channels' comment sections foster constructive vs toxic discussion?

{# 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
30,738 comments · Page 218 of 1230
canada should be declared a terrorist state for allowing jeetoids to even exist in our vicinity
canada should be declared a terrorist state for allowing jeetoids to even exist in our vicinity
Identity Attack0.48990932
Insult0.40243408
Profanity0.16264248
Threat0.17964768
Severe Toxicity0.02604016
Moderate 0.47119883 Low Con 0.141 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
We can not let this happen to America... they smell. SO. BAD.
We can not let this happen to America... they smell. SO. BAD.
Identity Attack0.38176915
Insult0.46327567
Profanity0.10425757
Threat0.010628296
Severe Toxicity0.02116089
Moderate 0.47119883 Low Con 0.258 Fear_Threat
Jan 28, 2026 Inside Canada's Indian Invasion...
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
white people doesnt even belong there. They call it an "invasion" as if inmigrants going there were commiting a genocide and purposely erasing their culture.
Identity Attack0.55044734
Insult0.29383746
Profanity0.16589902
Threat0.09316374
Severe Toxicity0.023599008
Moderate 0.47119883 Moderate Con 0.332 Identity Attack Identity_Assertion
Feb 16, 2026 2 likes Inside Canada's Indian Invasion...
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our …
I am sick of the Liberals - the lies, the corruption, the laziness, the abuse - they have destroyed this Country. I am embarrased as a Canadian that "this" is the current state of our country. Ppl who were born in the country, grew up, fought for this country are fast becoming the minority and we are expected to sit back, shut up and take it. I think NOT!
Identity Attack0.28034934
Insult0.5129801
Profanity0.0715894
Threat0.01750142
Severe Toxicity0.017481172
Moderate 0.47119883 Constructive 0.551 Insult Fear_Threat
Feb 28, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Jws bnkrs really did canada dirty..
Jws bnkrs really did canada dirty..
Identity Attack0.46028158
Insult0.47384647
Profanity0.20016506
Threat0.0100069
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.245 Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
Show me a place that was improved by foreigners from India? Thanks alot Trudeau you Fing Goof!
Show me a place that was improved by foreigners from India? Thanks alot Trudeau you Fing Goof!
Identity Attack0.36702603
Insult0.5130944
Profanity0.17752954
Threat0.008090926
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.183 Insult
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
Man this channel gets more racism every video but I’m here for it
Man this channel gets more racism every video but I’m here for it
Identity Attack0.37292135
Insult0.23704576
Profanity0.18786818
Threat0.030278467
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.339 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Life was easy in India, but came to Canada for better future, WTF
Life was easy in India, but came to Canada for better future, WTF
Identity Attack0.2823795
Insult0.25800487
Profanity0.47435758
Threat0.0089712385
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.418 Personal_Narrative
Sep 19, 2025 1,013 likes Inside Canada's Indian Metropolis (Brampton)
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're …
Nothing wrong with indians moving to another country, but moving to canada for a better life and ruining life in Canada is disgusting, forcing you're culture and to be like you is disgusting, if you're gonna move to canada, you have assimilate and accept canadian culture and respect it cause you can treat it the same as you're country, it's a bloody different country, stop trying to make it india if you wanna live there.
Identity Attack0.4887047
Insult0.46923602
Profanity0.18786818
Threat0.010990778
Severe Toxicity0.023076924
Moderate 0.47119883 Constructive 0.535 Identity_Assertion
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Deport pajeeeet in Canada ❤
Deport pajeeeet in Canada ❤
Identity Attack0.37012735
Insult0.5015486
Profanity0.39409557
Threat0.10542984
Severe Toxicity0.23224974
Moderate 0.47119883 Low Con 0.282 Insult
Sep 30, 2025 4 likes IRCC Names India in Study …
Ms Bondy hasn't aged that well. She needs to dye her hair.
Ms Bondy hasn't aged that well. She needs to dye her hair.
Identity Attack0.06795148
Insult0.37619758
Profanity0.108590275
Threat0.44942492
Severe Toxicity0.023692908
Moderate 0.47119883 Moderate Con 0.33 Meta_Commentary
Dec 29, 2025 Deportations From Canada at Their …
i live in Toronto close to Brampton... this video is soooo fake
i live in Toronto close to Brampton... this video is soooo fake
Identity Attack0.058401883
Insult0.26957804
Profanity0.17752954
Threat0.010938995
Severe Toxicity0.023076924
Moderate 0.47119883 Moderate Con 0.411 Meta_Commentary
Feb 21, 2026 Inside Canada's Indian Invasion...
you do realize the pakistanis hate indians right
you do realize the pakistanis hate indians right
Identity Attack0.5502601
Insult0.24928534
Profanity0.20016506
Threat0.026652548
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.223 Identity Attack Identity_Assertion
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our …
No one take nobody's job unless somebody don't want to work what thay have to work with we come from the country that looted by English people French people Portuguese people we got robbed our ancester got raped destroy our complete culture customs and he was across to live with and some of them they speak they look like Indian but this all day so long time ago and kneel to the king sorry queen
Identity Attack0.458714
Insult0.34782293
Profanity0.2847897
Threat0.13815513
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.583
Aug 26, 2025 Why Canadians Are Turning Against …
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Indian Hindus gen-ocid-es lot's of Christian in india even they des-troy-ed lot's of church too
Identity Attack0.5135796
Insult0.40243408
Profanity0.2687007
Threat0.34804323
Severe Toxicity0.25624833
Moderate 0.47119883 Moderate Con 0.331 Identity Attack
Sep 30, 2025 IRCC Names India in Study …
Too many Indians too much dishonesty
Too many Indians too much dishonesty
Identity Attack0.5135796
Insult0.40243408
Profanity0.15635987
Threat0.012699619
Severe Toxicity0.023645958
Moderate 0.47119883 Low Con 0.29 Identity Attack
Oct 1, 2025 2 likes IRCC Names India in Study …
Sihks are way better than muslims
Sihks are way better than muslims
Identity Attack0.5548181
Insult0.27763805
Profanity0.18294942
Threat0.014220826
Severe Toxicity0.024678862
Moderate 0.47119883 Low Con 0.259 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Why isn't Canada checking their visas. This is why this is happening. They should not be here. They can build up their country better if they're in their country. This is disgusting
Identity Attack0.36702603
Insult0.48569724
Profanity0.08322773
Threat0.008686432
Severe Toxicity0.016060932
Moderate 0.47119883 Moderate Con 0.401 Policy_Critique
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
I am fed up with the globalist cabal who believe themselves to be superior and lie cheat and steal to get in to office destroy freedom, our way of life and try to destroy our …
I am fed up with the globalist cabal who believe themselves to be superior and lie cheat and steal to get in to office destroy freedom, our way of life and try to destroy our culture. They are Satans lapdogs as far as I can see. I believe the governments plan is depopulation that is why they brought in the Muslim Brotherhood to take out Christians, Jews, and anyone who will not conform to their ideology. This is traitorous. They pay the media, they pay Antifa and BlLM. End goal is depopulation and if the civil war happens which they want Muslims too will be extinguished. They do not want them either. That will be all over the freedom loving countries.
Identity Attack0.46614665
Insult0.47384647
Profanity0.29209393
Threat0.1284288
Severe Toxicity0.04666401
Moderate 0.47119883 Moderate Con 0.357
Sep 8, 2025 Why Canadians Are Turning Against …
YESSSSS FINALLY !!!! GET THEM ALL. SNAKES AND SCAMMERS
YESSSSS FINALLY !!!! GET THEM ALL. SNAKES AND SCAMMERS
Identity Attack0.019877186
Insult0.48627716
Profanity0.174273
Threat0.06658544
Severe Toxicity0.023076924
Moderate 0.47119883 Low Con 0.239
Oct 1, 2025 IRCC Names India in Study …
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks …
Everything here is exaggerated, you just looking for views, I’m not Indian, Brampton is one of the best cities in Canada and none of these things you mentioned exists in Brampton. Stop the trash talks already
Identity Attack0.16373143
Insult0.5130944
Profanity0.14754629
Threat0.0072235605
Severe Toxicity0.0127685545
Moderate 0.47119883 Moderate Con 0.466 Insult
Sep 26, 2025 Inside Canada's Indian Metropolis (Brampton)
To be honest Indians are 100x better than the Muslims that have invaded Europe.
To be honest Indians are 100x better than the Muslims that have invaded Europe.
Identity Attack0.55044734
Insult0.2817503
Profanity0.17148167
Threat0.023199292
Severe Toxicity0.024772761
Moderate 0.47119883 Moderate Con 0.351 Identity Attack Comparative_Framing
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all …
2:30 at this point he is just rage baiting and i also fall for this, when the guy said punjab next shot you get this dirtiest street i mean point are you making here all of punjab look like this, with that logic i can show you probably dirtier steet than this in Toronto. first he made poop festival video which are unknown from 99.99% of indian and painted as it is celebrated like holi and Diwali, i can also give the weirdest festival around the global that you never imagined and why did he made video about poop tasting and throwing festival that are celebrated in texas because he wil not get the clout, there are hundreds of thousands of video about white guy pooping on road,street and randomly showed up at seven 11 store pooped and left, and we love you canada so much why millions of Canadian come india for health checkup and medical treatment. Whites are born hypocrites for centuries they colonies india and other part of world snatch their resources for themselves that time they were enjoying and now other peoples came their country and contributing to their economy for that they are crying
Identity Attack0.29798782
Insult0.36798462
Profanity0.2980872
Threat0.146441
Severe Toxicity0.16960317
Moderate 0.47119883 Constructive 0.519 Policy_Critique
Jan 28, 2026 Inside Canada's Indian Invasion...
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology …
Zionist belive in Goyem ideology, Brahmins and hindu hindian sects come from Jewish blood 🩸line, one belives they are superior rest of the humans are animals, when they moved to india theh adopted pagan ideology witn extreme castiesm Thats why theh both control the most of the place, Because castiesm is one of tge dangerous ideology world didn't experience except hindu 🕉️ hindians As they are every parts of the world now people realise and see its effects and though not surprising for good few 🇮🇳s, it has destroyed community, spread hatred, thats the ideology these RSS wants , casteism brings extreme selfishness, corruption and its affects are seen all around the world , in canada🇨🇦 Do anything for money why care about others, no rules, upper caste are chosen by God, most hindu hindian follow these and even if they are not from upper caste. Extreme pride, attitude, show off, tired of it sick🤢🤢🤢🤢🤢 sickening
Identity Attack0.54151535
Insult0.45758462
Profanity0.32658687
Threat0.16067244
Severe Toxicity0.35368225
Moderate 0.47119883 Constructive 0.51 Identity Attack Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
The irony of westerners FEARING Africans because of our 'culture' when the western world tore through Africa for hundreds of years pillaging, enslaving, raping and murdering MILLIONS of them will never not make my blood …
The irony of westerners FEARING Africans because of our 'culture' when the western world tore through Africa for hundreds of years pillaging, enslaving, raping and murdering MILLIONS of them will never not make my blood boil.
Identity Attack0.48915586
Insult0.36798462
Profanity0.26631543
Threat0.41878307
Severe Toxicity0.16960317
Moderate 0.47119883 Moderate Con 0.401 Moral_Argument
Mar 3, 2026 Inside Canada's Indian Invasion...
Data source: comment_perspective_scores (Google Perspective API via Communalytic) · Scores are probability values (0-1) indicating how likely a reader would perceive the interaction as toxic or constructive.