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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
Active: Tox: 0.5 – 1 4,704 comments · Page 113 of 189
The greatest scammers in the world are Indians from India not natives in North America
The greatest scammers in the world are Indians from India not natives in North America
IRCC Names India in Study Permit Fraud | … · 44: Cluster #43
Close reading → Discourse → Video sentiment →
Identity Attack0.6637263
Insult0.4962726
Profanity0.29053202
Threat0.030623792
Severe Toxicity0.21902075
Moderate 0.60311776 Low Con 0.129 Identity Attack Unverified_Claim
Oct 1, 2025 IRCC Names India in Study …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom …
Indian hindue is k*lling sikh Muslim Christians and Dalit no body is safe in hindue india so thats why khalistan sikhs want freedom just like many state in hindue india like Kashmir Muslim want freedom and from christian side Nagaland no body who is not hindue is not safe
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.6458014
Insult0.5332045
Profanity0.46460027
Threat0.46976724
Severe Toxicity0.50703704
Moderate 0.60311776 Moderate Con 0.447 Identity Attack Insult
Jan 27, 2026 Inside Canada's Indian Invasion...
That lady is She’s lying. She can you look like you dead in the face is still away liar
That lady is She’s lying. She can you look like you dead in the face is still away liar
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.050671257
Insult0.64537907
Profanity0.24438259
Threat0.09623027
Severe Toxicity0.02491361
Moderate 0.60311776 Low Con 0.154 Insult
Sep 28, 2025 1 likes IRCC Names India in Study …
12:55 rubbish... Always helping their own and that is a fact!
12:55 rubbish... Always helping their own and that is a fact!
Inside Canada's Indian Metropolis (Brampton) · 185: Cluster #184
Close reading → Discourse → Video sentiment →
Identity Attack0.024600167
Insult0.5270482
Profanity0.29209393
Threat0.009411395
Severe Toxicity0.023927659
Moderate 0.60311776 Low Con 0.289 Insult Unverified_Claim
Sep 19, 2025 3 likes Inside Canada's Indian Metropolis (Brampton)
Thanks To trudope, Canada is screwed
Thanks To trudope, Canada is screwed
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.39966375
Insult0.5678696
Profanity0.44431314
Threat0.008090926
Severe Toxicity0.04397394
Moderate 0.60311776 Moderate Con 0.304 Insult
Jul 8, 2019 How much do refugees and …
Let's nuke India and Israel
Let's nuke India and Israel
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.58743036
Insult0.26957804
Profanity0.29209393
Threat0.60325533
Severe Toxicity0.35515398
Moderate 0.60311776 Low Con 0.16 Identity Attack Threat Fear_Threat
Jan 27, 2026 2 likes Inside Canada's Indian Invasion...
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
its great to see immigrants complaining about another immigrant 😂 also does he know how much indians contribute to the gdp....... govt wants us fool
Inside Canada's Indian Invasion... · 58: Cluster #57
Close reading → Discourse → Video sentiment →
Identity Attack0.50125694
Insult0.62169385
Profanity0.25275812
Threat0.009981008
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.247 Identity Attack Insult Humor_Satire
Feb 7, 2026 3 likes Inside Canada's Indian Invasion...
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that …
This your racist/maple maga/ trump lover/ shit will allow foreigners to come and take over our country. It will be game over. if you let common sense be defeated by radical left wing propaganda that is anti right in the sense its everything is a cop out because its maga. While we fight over left and right, These invaders will come in, use our social programs to amass massive amounts of wealth, power and control, and they will insert themselves into government, and convince you rejecting their wants and needs is racist, and wrong. it will tear you down and rip you apart. They are here to take over! Theres a world movement from muslims and Hindus and punjabs all fighting to tear down the colonialism that once conquered them, and the people in power are allowing it because they're DEI!
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.46614665
Insult0.5739874
Profanity0.5013569
Threat0.067232
Severe Toxicity0.17009245
Moderate 0.60311776 Moderate Con 0.425 Insult Fear_Threat
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
This is not just some natural form of osmosis where Indian people randomly end up in Canada. This was an intentional policy of the Canadian government to change the demographics of the country. The Canadian …
This is not just some natural form of osmosis where Indian people randomly end up in Canada. This was an intentional policy of the Canadian government to change the demographics of the country. The Canadian people have been PLAYED FOR FOOLS.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.64537907
Profanity0.17566866
Threat0.007935578
Severe Toxicity0.023076924
Moderate 0.60311776 Low Con 0.26 Insult Unverified_Claim
Sep 22, 2025 2 likes Inside Canada's Indian Metropolis (Brampton)
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into …
So Indians came to Canada and didn't built anything or add to Canadian economy. Load of Bulsh*t . These Racists got to get some common sense. Look around you. The little town grew almost into a metropolis. Listen how casually the Red Neck says " they don't pay taxes" HAHA. Even the illegal immigrants in USA are being collected Tax from and you talking about legal Immigrants with SIN numbers.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.5135796
Insult0.5739874
Profanity0.46460027
Threat0.019055385
Severe Toxicity0.16960317
Moderate 0.60311776 Moderate Con 0.332 Identity Attack Insult
Nov 8, 2025 Inside Canada's Indian Metropolis (Brampton)
Hindu festivals are dirtiest festivals on earth they put trash everywhere in their celebrations 😢😢
Hindu festivals are dirtiest festivals on earth they put trash everywhere in their celebrations 😢😢
Inside Canada's Indian Invasion... · 35: Cluster #34
Close reading → Discourse → Video sentiment →
Identity Attack0.57150364
Insult0.5208188
Profanity0.3424554
Threat0.100830056
Severe Toxicity0.35130173
Moderate 0.6027529 Low Con 0.296 Identity Attack Insult Identity_Assertion
Mar 1, 2026 2 likes Inside Canada's Indian Invasion...
I have an Indian baby moma….broh screw India .. let’s go U.S
I have an Indian baby moma….broh screw India .. let’s go U.S
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.5498214
Insult0.45135358
Profanity0.46222726
Threat0.1284288
Severe Toxicity0.25624833
Moderate 0.6027529 Moderate Con 0.375 Identity Attack Personal_Narrative
Jan 27, 2026 Inside Canada's Indian Invasion...
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
The bike guy needs his own YouTube channel (he'd get banned immediately) and I would watch it every fu**ing day.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.035331827
Insult0.37619758
Profanity0.6528205
Threat0.019055385
Severe Toxicity0.052940834
Moderate 0.6027529 Moderate Con 0.316 Meta_Commentary
Jan 28, 2026 Inside Canada's Indian Invasion...
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Dayum tyler went and was going to go and do the deal, that was wild man.You've got big balls bro
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Discourse → Video sentiment →
Identity Attack0.031980325
Insult0.26957804
Profanity0.47435758
Threat0.01698343
Severe Toxicity0.02604016
Moderate 0.6027529 Moderate Con 0.439 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the …
Canadians are the biggest cucks on the planer now. They literally get social status by hating their own race and demanding to be replaced. It didn’t start with the dot Indians either, they let the Chinese take their west coast, flooded their east with Arabs, and filled the prairies with sub-Saharans. They’re all horrified to even speak about it.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.57566804
Profanity0.37854016
Threat0.023544617
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.235 Identity Attack Insult Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks …
Where do I go…4th generation white Canadian. I want out. I hate living in India/Africa/Etc. My neighborhood reeks like curry all summer. Boycotting Tim Hortons. So much crime. Indians killing people in their semi trucks hauling drugs and stolen goods!!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6487889
Insult0.4555076
Profanity0.19524631
Threat0.34804323
Severe Toxicity0.16960317
Moderate 0.6027529 Moderate Con 0.486 Identity Attack Identity_Assertion
Feb 26, 2026 Inside Canada's Indian Invasion...
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
Every single problem we have in Canada stems from to many immigrants brought in by the liberals to try and hold forever power. You ignorant liberal voters did this
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.37292135
Insult0.6500014
Profanity0.11292298
Threat0.008272167
Severe Toxicity0.020257099
Moderate 0.6027529 Low Con 0.258 Insult Policy_Critique
Jan 27, 2026 Inside Canada's Indian Invasion...
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
OMGGG THIS VIDEO IS SO TRUE INDIAN ARE TAKEING OVER LIKE GO BACK TO YOUR COUNTRY!!
Inside Canada's Indian Invasion... · 84: Cluster #83
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.40243408
Profanity0.24341469
Threat0.108496375
Severe Toxicity0.23226175
Moderate 0.6027529 Low Con 0.214 Identity Attack Fear_Threat
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if …
Don't target all indians, they are all from feudal jatt, and upper caste prople penetrating your system through corrupt mindset.... In punjab these jatts have dalits as slave, they rape their women and kill if we try to raise our voice
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.60238177
Insult0.5739874
Profanity0.44366163
Threat0.511324
Severe Toxicity0.45895407
Moderate 0.6027529 Moderate Con 0.464 Identity Attack Insult Threat Fear_Threat
Feb 10, 2026 Inside Canada's Indian Invasion...
"The government" is just code for "we're going to genocide you and steal everything you have and laugh at you while calling you a bigot"
"The government" is just code for "we're going to genocide you and steal everything you have and laugh at you while calling you a bigot"
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.18235919
Insult0.42367843
Profanity0.22792831
Threat0.5940531
Severe Toxicity0.19761463
Moderate 0.6027529 Low Con 0.22 Threat Unverified_Claim
Jan 27, 2026 Inside Canada's Indian Invasion...
I'm a permanent resident who came almost 2 years ago as part of the federal skilled program. I came legally with proven track record and an IELTS test score of 8 out of 9. And …
I'm a permanent resident who came almost 2 years ago as part of the federal skilled program. I came legally with proven track record and an IELTS test score of 8 out of 9. And I say, "well done". You need to prove your worth or you should get out. No mercy to the scums and liars.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.018269362
Insult0.6798578
Profanity0.22321637
Threat0.01119791
Severe Toxicity0.017222947
Moderate 0.6027529 Constructive 0.647 Insult
Dec 26, 2025 Deportations From Canada at Their …
FreeCash is a shite app that generates no money unless you play 6 hrs a day for 2 months. Than you might get 30 bucks.
FreeCash is a shite app that generates no money unless you play 6 hrs a day for 2 months. Than you might get 30 bucks.
Inside Canada's Indian Invasion... · 32: Cluster #31
Close reading → Discourse → Video sentiment →
Identity Attack0.05089863
Insult0.36798462
Profanity0.6750904
Threat0.00899713
Severe Toxicity0.02491361
Moderate 0.6027529 Low Con 0.292 Advertisement_Spam
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
African is problem
African is problem
Inside Canada's Indian Invasion... · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.6682205
Insult0.42167732
Profanity0.22889622
Threat0.01254427
Severe Toxicity0.16960317
Moderate 0.6027529 Low Con 0.244 Identity Attack Identity_Assertion
Jan 27, 2026 Inside Canada's Indian Invasion...
Make AmeriKKKa WHITE PEDO Again
Make AmeriKKKa WHITE PEDO Again
Inside Canada's Indian Invasion... · 313: Cluster #312
Close reading → Discourse → Video sentiment →
Identity Attack0.5516043
Insult0.5015486
Profanity0.46460027
Threat0.34804323
Severe Toxicity0.53082085
Moderate 0.6027529 Low Con 0.127 Identity Attack Insult Identity_Assertion
Jan 28, 2026 3 likes Inside Canada's Indian Invasion...
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Note:Khalistanis are not considered as a indians,we considered them as terr**sts.
Inside Canada's Indian Invasion... · 130: Cluster #129
Close reading → Discourse → Video sentiment →
Identity Attack0.57957685
Insult0.54471385
Profanity0.46460027
Threat0.13498579
Severe Toxicity0.3536391
Moderate 0.6027529 Moderate Con 0.323 Identity Attack Insult Identity_Assertion
Feb 8, 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.