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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
Clear all | Quick: Toxic (>0.5) Most constructive High toxicity (>0.7) Most liked
30,738 comments · Page 109 of 1230
Canada, stop being Polite and grow your balls back!
Canada, stop being Polite and grow your balls back!
Inside Canada's Indian Invasion... · 4: Cluster #3
Close reading → Video sentiment →
Identity Attack0.25817248
Insult0.5130944
Profanity0.42185885
Threat0.022681303
Severe Toxicity0.059217658
Moderate 0.62136006 Low Con 0.148 Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they …
India will invade the entire usa as well as canada. They are grabbing our job as well as opportunity. But the most shocking thing is they all are scammer. They don’t know english 😢😢 they are collaborating with our govt Through illegal way. It’s time to deport them. They will turn Canada into India 😢😢. Don’t Trust any Indian. They are so tricky and cheap 😢😢😢
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.54471385
Profanity0.196476
Threat0.08703069
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.418 Identity Attack Insult Fear_Threat
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
Indians go back to your country
Indians go back to your country
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.40243408
Profanity0.2124067
Threat0.06820184
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.232 Identity Attack Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
These punjabi khalasthani mfs do human trafficking. When they get in trouble the call themselves Indian, coward mfs
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6007182
Insult0.6336687
Profanity0.4681068
Threat0.34804323
Severe Toxicity0.50703704
Moderate 0.62136006 Low Con 0.142 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
It’s so pathetic that the white man keeps referring to himself as a racial slur before he says anything.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.6109131
Profanity0.27207452
Threat0.008893564
Severe Toxicity0.023645958
Moderate 0.62136006 Low Con 0.2 Identity Attack Insult
Oct 4, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to …
It’s easy, liberal government who is following a global agenda to create chaos and anarchy in many countries and what Trump is doing needs to be done. Fix immigration laws, everyone must be adding to the country with skills that get let in. We need to deport everyone that isn’t providing any real value. Reverse this shit, religious extremism, put them back in their own countries, they act like animals and barbarians kick them out. It’s simple but the idiot boomers because their lives are set think that the world is rainbows and unicorns so they voted liberal.
Why Canadians Are Turning Against Immigrants. · 69: Cluster #68
Close reading → Discourse → Video sentiment →
Identity Attack0.40351558
Insult0.6370372
Profanity0.46460027
Threat0.12996206
Severe Toxicity0.14389864
Moderate 0.62136006 Moderate Con 0.307 Insult Policy_Critique
Sep 10, 2025 Why Canadians Are Turning Against …
Michelle for MP save Canada 🎉 mps acting dumb so sad
Michelle for MP save Canada 🎉 mps acting dumb so sad
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.08087392
Insult0.6798578
Profanity0.20016506
Threat0.007534259
Severe Toxicity0.01935331
Moderate 0.62136006 Low Con 0.256 Insult Call_To_Action
Sep 30, 2025 IRCC Names India in Study …
thats racist, when you are first in line, and the last get served first because he/she is indian... wtf
thats racist, when you are first in line, and the last get served first because he/she is indian... wtf
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.55044734
Insult0.4378843
Profanity0.4862434
Threat0.013631714
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.337 Identity Attack Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I have been all over the world including India. Even in the poorest areas of India I felt safe and was safe. There are so many places in the US that my white ass better …
I have been all over the world including India. Even in the poorest areas of India I felt safe and was safe. There are so many places in the US that my white ass better not go. I would gladly trade away the recent immigrants from Central America who at least 50% of are violent criminals for immigrants from India. Hell, I would love to trade most Americans under 30yrs old for immigrants from India.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.56445944
Insult0.48569724
Profanity0.5249258
Threat0.06690872
Severe Toxicity0.17926651
Moderate 0.62136006 Constructive 0.592 Identity Attack Unverified_Claim
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Talking crap about Africans but they have more than what he has in that little time of them being there 😂keep riding your bike in the cold buddy
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.47630358
Profanity0.5013569
Threat0.021127338
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.269 Humor_Satire
Jan 27, 2026 Inside Canada's Indian Invasion...
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Lusten man i am not for illigals but im all for inidans my bosses are cool as fuck and nice some are skme arent just like evryineells man
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3958119
Insult0.40243408
Profanity0.65961236
Threat0.023026628
Severe Toxicity0.20678867
Moderate 0.62136006 Constructive 0.512 Personal_Narrative
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Blacks, indiands, africans dude why the hell are all these immigrants taking over all over the world. Every country just needs to lock down there own boarders and no planes in or out.
Blacks, indiands, africans dude why the hell are all these immigrants taking over all over the world. Every country just needs to lock down there own boarders and no planes in or out.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.61901736
Insult0.46327567
Profanity0.4596479
Threat0.042985857
Severe Toxicity0.2391185
Moderate 0.62136006 Moderate Con 0.314 Identity Attack Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Lived in brampton most my life until 2019 when i left. Sad to see shit is like this, even though i kept hearing about this.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.025806036
Insult0.2838064
Profanity0.7246992
Threat0.008362788
Severe Toxicity0.023552058
Moderate 0.62136006 Constructive 0.507
Oct 10, 2025 Inside Canada's Indian Metropolis (Brampton)
We need to build a wall at Canada's border now. India slums and scammers are not welcome in America
We need to build a wall at Canada's border now. India slums and scammers are not welcome in America
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6458014
Insult0.5678696
Profanity0.2188925
Threat0.10542984
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.219 Identity Attack Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Go to Edison or Jersey City, NJ. Same shit. I thought about moving to Toronto, and when I see things like this I am so glad I didn't.
Go to Edison or Jersey City, NJ. Same shit. I thought about moving to Toronto, and when I see things like this I am so glad I didn't.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0775651
Insult0.36193377
Profanity0.70384485
Threat0.009540852
Severe Toxicity0.024678862
Moderate 0.62136006 Constructive 0.555 Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
HEY Hindu, Punjabi and Muslim Immigrants, YOU SHOULD GO BACK TO WHERE YOU COME FROM. YOU DON'T HAVE MANNERS. DON'T MAKE CANADA AS AS ANOTHER COUNTRY. CANADA IS CANADA. I AM VERY SERIOUS
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.65625757
Insult0.4794537
Profanity0.114160895
Threat0.053330876
Severe Toxicity0.23224287
Moderate 0.62136006 Moderate Con 0.369 Identity Attack Identity_Assertion
Aug 28, 2025 Why Canadians Are Turning Against …
3:38 your ancestors didn't build this country. They killed raped and tortured millions and millions of children for you to call this your home. You claim not to be racist yet you r
3:38 your ancestors didn't build this country. They killed raped and tortured millions and millions of children for you to call this your home. You claim not to be racist yet you r
Why Canadians Are Turning Against Immigrants. · 116: Cluster #115
Close reading → Video sentiment →
Identity Attack0.38215697
Insult0.45758462
Profanity0.352205
Threat0.4430943
Severe Toxicity0.34942797
Moderate 0.62136006 Moderate Con 0.364
Aug 27, 2025 Why Canadians Are Turning Against …
All white black yellow brown CANADIANS NEED TO STAND UP AND PROTECT THE CANADIAN WAY DONT ALLOW THESE DISGUSTING POLITICIANS AND IMMIGRANTS CHANGE CANADIAN WAY
All white black yellow brown CANADIANS NEED TO STAND UP AND PROTECT THE CANADIAN WAY DONT ALLOW THESE DISGUSTING POLITICIANS AND IMMIGRANTS CHANGE CANADIAN WAY
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58354634
Insult0.56997263
Profanity0.17803068
Threat0.010680079
Severe Toxicity0.05832097
Moderate 0.62136006 Moderate Con 0.325 Identity Attack Insult Identity_Assertion
Aug 28, 2025 1 likes Why Canadians Are Turning Against …
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Indians are the opposite of what it means to be Canadian. They are arrogant, demanding and inconsiderate of others. They are prejudiced and discriminate against others. They are not Canadian
Inside Canada's Indian Invasion... · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.6227552
Insult0.56997263
Profanity0.14490221
Threat0.010731863
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.423 Identity Attack Insult Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Deport every last indian!
Deport every last indian!
Inside Canada's Indian Invasion... · 77: Cluster #76
Close reading → Video sentiment →
Identity Attack0.6649212
Insult0.36798462
Profanity0.2263305
Threat0.42388117
Severe Toxicity0.23226175
Moderate 0.62136006 Low Con 0.222 Identity Attack
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Disgraceful and a slap in tge face to true Canadians
Disgraceful and a slap in tge face to true Canadians
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.36702603
Insult0.5130944
Profanity0.19278693
Threat0.55244523
Severe Toxicity0.31334782
Moderate 0.62136006 Moderate Con 0.306 Insult Threat Identity_Assertion
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
":Greatest Country" LMFAO! The US is, always has been and always will be the number one sh*thole country on the planet pal!
":Greatest Country" LMFAO! The US is, always has been and always will be the number one sh*thole country on the planet pal!
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5130944
Profanity0.541926
Threat0.011767523
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.128 Insult Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
0:50 Again, the USA is far from being the best country on Earth. For the love of God, look at yourself, look how miserable your country is now. It used to be great, now you …
0:50 Again, the USA is far from being the best country on Earth. For the love of God, look at yourself, look how miserable your country is now. It used to be great, now you have shootings everyday, your president is a pdo, you pollute like crazy and you're ultra obese. I can't believe you keep saying that it's crazy.
Inside Canada's Indian Invasion... · 48: Cluster #47
Close reading → Discourse → Video sentiment →
Identity Attack0.44690517
Insult0.5935568
Profanity0.29209393
Threat0.07246469
Severe Toxicity0.16760159
Moderate 0.62136006 Moderate Con 0.412 Insult Comparative_Framing
Feb 12, 2026 Inside Canada's Indian Invasion...
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Everyone hates this Tyler douche bag. Definitely one of those dorks in high school that nobody liked
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.109318495
Insult0.6109131
Profanity0.3938786
Threat0.010654188
Severe Toxicity0.16960317
Moderate 0.62136006 Low Con 0.281 Insult Meta_Commentary
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
as an indian, many indians are annoying and weird af
as an indian, many indians are annoying and weird af
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.5423875
Profanity0.3351773
Threat0.012958534
Severe Toxicity0.16960317
Moderate 0.62136006 Moderate Con 0.379 Identity Attack Insult Identity_Assertion
Jan 27, 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.