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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 157 of 189
👏👏👏Well Done Pedo-‘fle’ Canada🇨🇦. You build a country, a nation, the blood, sweat, and tears…. Only to just hand it all off on a plate to (🇵🇰🇧🇩🇮🇳). Absolute Degeneracy, and an utter Disgrace. 🤮🤮🤮🤮👎👎👎👎
👏👏👏Well Done Pedo-‘fle’ Canada🇨🇦. You build a country, a nation, the blood, sweat, and tears…. Only to just hand it all off on a plate to (🇵🇰🇧🇩🇮🇳). Absolute Degeneracy, and an utter Disgrace. 🤮🤮🤮🤮👎👎👎👎
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.3895355
Insult0.5130944
Profanity0.19770569
Threat0.061412923
Severe Toxicity0.16960317
Moderate 0.54325575 Low Con 0.266 Insult Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Indian immigrants > Muslim immigrants and black immigrants . They have the lowest crime rates and also the highest earning ethnicity yall can’t make this up they are literally making you hate the wrong people
Indian immigrants > Muslim immigrants and black immigrants . They have the lowest crime rates and also the highest earning ethnicity yall can’t make this up they are literally making you hate the wrong people
Inside Canada's Indian Invasion... · 146: Cluster #145
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37846634
Profanity0.19524631
Threat0.012906751
Severe Toxicity0.0912254
Moderate 0.54325575 Moderate Con 0.33 Identity Attack Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Love Indians. Here in the UK they have fully integrated. They're just like English people. But a lot of them wear those shit hats. But they cool
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.41975367
Insult0.40243408
Profanity0.64657205
Threat0.009722093
Severe Toxicity0.024960563
Moderate 0.54325575 Constructive 0.517 Identity_Assertion
Feb 3, 2026 1 likes Inside Canada's Indian Invasion...
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on …
If you wish to live like you are in India then please go back. You come here for a better life here yet bring your old life with you. In Canada we wear hats on our heads not diapers. We wash our feet in the bath not public sinks. You stink you are pigs. You work for next to nothing then send the money home to India. Last but not least if you say it is easier in India then as I said earlier please go back. Did you see the sign in the church donate and get a tax receipt.
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.48915586
Insult0.5678696
Profanity0.15459715
Threat0.010731863
Severe Toxicity0.024725812
Moderate 0.54325575 Moderate Con 0.448 Insult Identity_Assertion
Oct 26, 2025 Inside Canada's Indian Metropolis (Brampton)
2:35 nope bcoz you dont befriend brown people. white people in brazil are super nice, never had any problem assimilating in brazil. in north america the biggest problem is white people
2:35 nope bcoz you dont befriend brown people. white people in brazil are super nice, never had any problem assimilating in brazil. in north america the biggest problem is white people
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.34782293
Profanity0.24147889
Threat0.014738814
Severe Toxicity0.02604016
Moderate 0.54325575 Constructive 0.509 Identity Attack Identity_Assertion
Sep 19, 2025 Inside Canada's Indian Metropolis (Brampton)
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in …
Just ask us Canadians how we feel about thousands of Muslims praying in our streets and parks when they have hundreds of mosques...or how about putting up sixty foot statues of your Hindu Gods in our Christian Country...the Federal Govt is openly betraying the People..PM Carny just stating Muslim Values are Canadian Values...NO THEY ARE NOT, we were built on the Europea Christian dysprosium get over it , you come here...when in Rome act like a Roman don't shit on our beaches, throw trash on the side of the road, and quit trying to scam every rule and regulation..and most of all keep telling Canadians to die and burn our Flag, the backlash is coming, you have been warned
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.55044734
Insult0.5130944
Profanity0.4033339
Threat0.058503386
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.379 Identity Attack Insult
Aug 26, 2025 Why Canadians Are Turning Against …
Bro took the help of a Pakistani to prove that Indians are bad 😂
Bro took the help of a Pakistani to prove that Indians are bad 😂
Inside Canada's Indian Metropolis (Brampton) · 107: Cluster #106
Close reading → Video sentiment →
Identity Attack0.58354634
Insult0.46327567
Profanity0.26586622
Threat0.029933142
Severe Toxicity0.0912254
Moderate 0.54325575 Low Con 0.234 Identity Attack
Nov 10, 2025 Inside Canada's Indian Metropolis (Brampton)
😢 damn I wish you interviewed me.
😢 damn I wish you interviewed me.
Inside Canada's Indian Invasion... · 220: Cluster #219
Close reading → Discourse → Video sentiment →
Identity Attack0.014249804
Insult0.21836096
Profanity0.6242122
Threat0.013113883
Severe Toxicity0.02449106
Moderate 0.54325575 Moderate Con 0.488 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
Amazon has destroyed America by importing so many indians
Amazon has destroyed America by importing so many indians
Inside Canada's Indian Invasion... · 20: Cluster #19
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.37052566
Profanity0.22552395
Threat0.1115629
Severe Toxicity0.067522444
Moderate 0.54325575 Low Con 0.156 Identity Attack Unverified_Claim
Jan 29, 2026 Inside Canada's Indian Invasion...
15:38 Yeah.. but you endorse hooking up with goats and 13 year old children getting married to grown men. Beating and stoning women for not wearing something on their head or covering their faces. You …
15:38 Yeah.. but you endorse hooking up with goats and 13 year old children getting married to grown men. Beating and stoning women for not wearing something on their head or covering their faces. You endorse killing people because of their belief or religion.. You claim your religion and God is about peace and love... The God you worship is clearly not my God. Yeah... sit down.
Why Canadians Are Turning Against Immigrants. · 10: Cluster #9
Close reading → Video sentiment →
Identity Attack0.41052565
Insult0.4339631
Profanity0.35597226
Threat0.37858796
Severe Toxicity0.16960317
Moderate 0.54325575 Moderate Con 0.44
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
Fucking pathetic jeets
Fucking pathetic jeets
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.058401883
Insult0.4125297
Profanity0.8949436
Threat0.007340072
Severe Toxicity0.36435235
Moderate 0.54325575 Low Con 0.198
Jan 27, 2026 Inside Canada's Indian Invasion...
Why Canada let these chocolates face maggots??? And they are still coming to Canada. Each year, canada sends thousands of visas to these slumDogs and letting them destroy Canada. They already destroyed Sweden 🇸🇪 and …
Why Canada let these chocolates face maggots??? And they are still coming to Canada. Each year, canada sends thousands of visas to these slumDogs and letting them destroy Canada. They already destroyed Sweden 🇸🇪 and Italy 🇮🇹.
Inside Canada's Indian Invasion... · 15: Cluster #14
Close reading → Discourse → Video sentiment →
Identity Attack0.46028158
Insult0.5678696
Profanity0.22713706
Threat0.06939816
Severe Toxicity0.09385906
Moderate 0.54325575 Low Con 0.208 Insult Fear_Threat
Jan 29, 2026 1 likes Inside Canada's Indian Invasion...
The guy on the bike is clearly uninformed saying black Africans have a low IQ. He’s reading the white racist supremacy playbook.
The guy on the bike is clearly uninformed saying black Africans have a low IQ. He’s reading the white racist supremacy playbook.
Inside Canada's Indian Invasion... · 13: Cluster #12
Close reading → Discourse → Video sentiment →
Identity Attack0.5948528
Insult0.4747285
Profanity0.11230402
Threat0.010343489
Severe Toxicity0.023076924
Moderate 0.54325575 Low Con 0.207 Identity Attack Moral_Argument
Jan 27, 2026 Inside Canada's Indian Invasion...
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Guy on the bike is like 60 years old riding a bike and that's his means of transportation cuz he was a loser in life
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.029144434
Insult0.6261769
Profanity0.2424468
Threat0.0091524795
Severe Toxicity0.017610285
Moderate 0.54325575 Moderate Con 0.323 Insult Moral_Argument
Jan 28, 2026 Inside Canada's Indian Invasion...
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem …
No shiiit Sherlock. Blame it on public post secondary international admissions. Dying to make money . By the way look out for Cote d Ivoire? While u are at it with “indians”. Who let theem in LEGALLY? IRCC. Who gave them extended work hours under study permit?? IRCC. Who stopped “discrimination when hiring DOMESTIC FIRST, PR STATUS ……. THEN SOME?? IRCC. in other words don’t blame international students. Look at the logistical greed ‼️
IRCC Names India in Study Permit Fraud | … · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.38826546
Insult0.43158367
Profanity0.5013569
Threat0.017328756
Severe Toxicity0.10702737
Moderate 0.54325575 Moderate Con 0.438
Sep 29, 2025 IRCC Names India in Study …
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking …
I had worked in the Gulf for sometime. I had Indians, Bangladeshis, Pakistanis, Nepalis, Philipinos working under me. Honestly I say Indians were the most dishonest, liars, crooked mindset. Nepalis were the most honest, hardworking people.
IRCC Names India in Study Permit Fraud | … · 25: Cluster #24
Close reading → Video sentiment →
Identity Attack0.57554024
Insult0.5208188
Profanity0.22693542
Threat0.019055385
Severe Toxicity0.104393706
Moderate 0.54325575 Constructive 0.581 Identity Attack Insult
Nov 19, 2025 2 likes IRCC Names India in Study …
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
What a ridiculous report. Canadians (myself included) are UNANIMOUSLY for tighter immigration policies. No idea where you're getting this idea that we're divided LMFAO.
Canada's tighter immigration policy divides the country • … · 8: Cluster #7
Close reading → Discourse → Video sentiment →
Identity Attack0.10221587
Insult0.56997263
Profanity0.14490221
Threat0.0072882893
Severe Toxicity0.016706496
Moderate 0.54325575 Constructive 0.515 Insult Identity_Assertion
Feb 11, 2026 Canada's tighter immigration policy divides …
Trumpistan is a fly over country.
Trumpistan is a fly over country.
· 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.045610838
Insult0.35553533
Profanity0.0014899514
Threat0.0006686507
Severe Toxicity0.00001175176
Moderate 0.53693086 Humor_Satire
Dec 9, 2025
I’m an American, I think this is all crazy.
I’m an American, I think this is all crazy.
· 1: Outliers
Close reading → Video sentiment →
Identity Attack0.015242637
Insult0.37089014
Profanity0.006401164
Threat0.0003370373
Severe Toxicity0.000012289229
Moderate 0.53606933
Dec 11, 2025
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Indians are not dirty and we don't eat poop there is just western media brainwashing you guys
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.40713623
Insult0.47020787
Profanity0.4370703
Threat0.01508414
Severe Toxicity0.049354076
Moderate 0.53579444 Low Con 0.197 Identity_Assertion
Feb 5, 2026 5 likes Inside Canada's Indian Invasion...
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not …
Am sick and disgusted to the bone how Trudeau bring the wrong people into the country. So many are crooked, racist, corrupt, moved among their own and only support their own people. This is not the Canada we use to know.
Why Canadians Are Turning Against Immigrants. · 27: Cluster #26
Close reading → Video sentiment →
Identity Attack0.33675182
Insult0.5739874
Profanity0.075792134
Threat0.008531082
Severe Toxicity0.022452017
Moderate 0.53579444 Moderate Con 0.392 Insult
Sep 11, 2025 1 likes Why Canadians Are Turning Against …
That giant ugly statue of a pagan god in my country makes me physically ill 😒
That giant ugly statue of a pagan god in my country makes me physically ill 😒
Inside Canada's Indian Invasion... · 26: Cluster #25
Close reading → Discourse → Video sentiment →
Identity Attack0.40255263
Insult0.4196762
Profanity0.33453682
Threat0.05171447
Severe Toxicity0.05473421
Moderate 0.53579444 Moderate Con 0.302 Identity_Assertion
Jan 28, 2026 1 likes Inside Canada's Indian Invasion...
India is worlds worst country ever, that's the reason..
India is worlds worst country ever, that's the reason..
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.57150364
Insult0.40698266
Profanity0.2376073
Threat0.025789235
Severe Toxicity0.11756202
Moderate 0.53579444 Low Con 0.184 Identity Attack
Jan 27, 2026 4 likes Inside Canada's Indian Invasion...
Indians are still way better than radical islamists and africans who have zombified Europe!
Indians are still way better than radical islamists and africans who have zombified Europe!
Inside Canada's Indian Invasion... · 25: Cluster #24
Close reading → Discourse → Video sentiment →
Identity Attack0.6007182
Insult0.4339631
Profanity0.22602804
Threat0.054624002
Severe Toxicity0.07805709
Moderate 0.53579444 Low Con 0.149 Identity Attack Fear_Threat
Feb 15, 2026 Inside Canada's Indian Invasion...
scum
scum
Inside Canada's Indian Invasion... · 230: Cluster #229
Close reading → Video sentiment →
Identity Attack0.052944973
Insult0.5130944
Profanity0.41031027
Threat0.008505191
Severe Toxicity0.023317307
Moderate 0.53579444 Moderate Con 0.45 Insult
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.