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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 944 of 1230
This country is done.
This country is done.
Identity Attack0.008768492
Insult0.014884921
Profanity0.022286616
Threat0.009618527
Severe Toxicity0.0027275085
Low Tox 0.048099842 Low Con 0.284 Fear_Threat
Sep 30, 2025 IRCC Names India in Study …
Man with the bike is based
Man with the bike is based
Identity Attack0.010433395
Insult0.018774498
Profanity0.019690514
Threat0.00756015
Severe Toxicity0.002040863
Low Tox 0.048099842 Moderate Con 0.302 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
The only asylum claims canada should be accepting are american since thats the only country we border.
The only asylum claims canada should be accepting are american since thats the only country we border.
Identity Attack0.038425524
Insult0.013364912
Profanity0.010638315
Threat0.0062914654
Severe Toxicity0.0013160706
Low Tox 0.048099842 Low Con 0.264 Policy_Critique
Feb 24, 2026 1 likes 'We do know that there's …
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Focus on the military !!! and securing our border from the USA. Try doing something useful for a change before it's too late.
Identity Attack0.0053276913
Insult0.017807651
Profanity0.011167783
Threat0.010058682
Severe Toxicity0.0013637543
Low Tox 0.048099842 Low Con 0.294 Call_To_Action
Jan 5, 2026 New rules, regulations take effect …
i left my dominion for poland 4 months ago. my family and i are trully blessed
i left my dominion for poland 4 months ago. my family and i are trully blessed
Identity Attack0.022590388
Insult0.012148905
Profanity0.021330157
Threat0.009359611
Severe Toxicity0.0025939941
Low Tox 0.048099842 Moderate Con 0.486
Jan 27, 2026 Inside Canada's Indian Invasion...
thank you for calling tim hortons, duhrka duhr duhr dukra dukrr3yehrewhuerw.
thank you for calling tim hortons, duhrka duhr duhr dukra dukrr3yehrewhuerw.
Identity Attack0.0027748393
Insult0.02122384
Profanity0.017094411
Threat0.007417747
Severe Toxicity0.0018501282
Low Tox 0.048099842 Moderate Con 0.345 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
No wonder Cannadia has stopped visas now😂
No wonder Cannadia has stopped visas now😂
Identity Attack0.023193322
Insult0.016784932
Profanity0.012141321
Threat0.006602164
Severe Toxicity0.0014305115
Low Tox 0.04785245 Low Con 0.235 Humor_Satire
Jan 29, 2026 Inside Canada's Indian Invasion...
WEF.
WEF.
Identity Attack0.0043657473
Insult0.023028618
Profanity0.07385241
Threat0.006543908
Severe Toxicity0.00459671
Low Tox 0.04785245 Low Con 0.189
Aug 25, 2025 4 likes Why Canadians Are Turning Against …
Man on the bike is a man of the people 🤣
Man on the bike is a man of the people 🤣
Identity Attack0.0057346676
Insult0.01890341
Profanity0.022901481
Threat0.007974415
Severe Toxicity0.0024795532
Low Tox 0.04785245 Moderate Con 0.365 Humor_Satire
Feb 20, 2026 Inside Canada's Indian Invasion...
holy moly
holy moly
Identity Attack0.005438685
Insult0.01625293
Profanity0.035649836
Threat0.008453408
Severe Toxicity0.00289917
Low Tox 0.04785245 Moderate Con 0.47
Jan 27, 2026 Inside Canada's Indian Invasion...
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have …
We learn in University that Canada has improved from identity politics (Canada's culture and values) to diversity politics and it's a GOOD thing. Don't question it, you don't need an identity in order to have a culture... We are doomed
Identity Attack0.013244915
Insult0.021997316
Profanity0.011902207
Threat0.0063626673
Severe Toxicity0.0010538101
Low Tox 0.04785245 Constructive 0.62 Identity_Assertion
Jan 29, 2026 Inside Canada's Indian Invasion...
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after …
IMMIGRATION OPTIONS / TRUTH ABOUT IMMIGRATION & IMMIGRANTS 1. Express Entry (skilled workers) • No settlement cash on arrival • Eligible for provincial health insurance (after waiting period) • Eligible for employment insurance (EI) after working • Access to free settlement services (language training, job help) • Eligible for social assistance (welfare) only if unemployed and meeting provincial rules 2. Provincial Nominee Programs (PNP) • Same benefits as Express Entry once PR is granted • Free settlement and employment services • Provincial welfare only if financially eligible • No free housing or tickets 3. Quebec immigration programs • Quebec health insurance (RAMQ) • Free French language courses (often with small allowances) • Settlement services • Social assistance if eligible • No free tickets or housing by default 4. Family sponsorship • Sponsored person gets PR benefits (health care, settlement services) • Sponsor is financially responsible (government usually does NOT pay welfare) • No free housing or travel • Parents/grandparents have limited access to benefits initially 5. Work permit → PR • No welfare while on work permit • Employer-paid salary only • Health insurance varies by province • After PR: same benefits as other permanent residents • No accommodation or tickets 6. Study → work → PR • No welfare for students • Students pay tuition and living costs • Limited work income allowed • After PR: eligible for health care, settlement services, welfare if needed 7. Business / Start-Up Visa / entrepreneur programs • No welfare or housing support • Must prove sufficient funds • Access to public health care after PR • No tickets, no accommodation 8. Caregiver and sector-specific programs • Paid employment (salary) • Health insurance coverage • Settlement services • Welfare only after PR and if eligible • No free housing unless employer provides it 9. Refugee and humanitarian programs • Government-assisted refugees may receive: • Temporary income support • Temporary housing or housing assistance • Basic living allowance • Health coverage (IFHP) • Settlement services • Sometimes travel loans (not free tickets; must be repaid) • Privately sponsored refugees supported by sponsors, not government
Identity Attack0.025002124
Insult0.018001022
Profanity0.013678487
Threat0.0069516995
Severe Toxicity0.0025177002
Low Tox 0.04785245 Constructive 0.605 Question
Dec 25, 2025 Deportations From Canada at Their …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of …
Whilst I do like your content, overall, there's a certain, i don't know, to some of your more recent stuff. After the young man who said he'd rather live in Punjab for the rest of his life said that, you go on to show us a video of a not so good looking area of Puniab, is it? What exactly is that about?
Identity Attack0.01565665
Insult0.019225692
Profanity0.017777596
Threat0.0076119336
Severe Toxicity0.0015544891
Low Tox 0.04785245 Constructive 0.598 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m …
150 days, over 300 applications, I got extra licensing and background checks available, not even a call in 5 months. Our country is actually getting shafted by a 1.4b country sending people to a 33m pop country. We will be India in 20 years.
Identity Attack0.02439919
Insult0.018065477
Profanity0.0128245065
Threat0.008349842
Severe Toxicity0.0015258789
Low Tox 0.04785245 Constructive 0.562
Sep 9, 2025 1 likes Why Canadians Are Turning Against …
AMERICA IS NEXT ON THEIR LIST TO CONQUERED...........
AMERICA IS NEXT ON THEIR LIST TO CONQUERED...........
Identity Attack0.016159095
Insult0.01648093
Profanity0.011594773
Threat0.009747985
Severe Toxicity0.0021839142
Low Tox 0.04785245 Low Con 0.138 Fear_Threat
Oct 4, 2025 Inside Canada's Indian Metropolis (Brampton)
do australia next
do australia next
Identity Attack0.020781586
Insult0.013592913
Profanity0.019485557
Threat0.0116639575
Severe Toxicity0.0031852722
Low Tox 0.04785245 Moderate Con 0.366 Comparative_Framing
Jan 27, 2026 Inside Canada's Indian Invasion...
There is one diploma mill in Brampton called Stanford University 😂😂😂
There is one diploma mill in Brampton called Stanford University 😂😂😂
Identity Attack0.0068446035
Insult0.018258847
Profanity0.020373698
Threat0.0066733654
Severe Toxicity0.0016975403
Low Tox 0.04785245 Low Con 0.18 Humor_Satire
Jan 28, 2026 68 likes Inside Canada's Indian Invasion...
تبرز في الحافلة 😂😂😂😂😂😂
تبرز في الحافلة 😂😂😂😂😂😂
Identity Attack0.004606233
Insult0.020643732
Profanity0.027273865
Threat0.007068211
Severe Toxicity0.0028419495
Low Tox 0.04785245 Low Con 0.228 Humor_Satire
Mar 1, 2026 Inside Canada's Indian Invasion...
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Not all but sadly it seems now we're getting free loaders. Not like in the very past before Trudeau years and now Carney.
Identity Attack0.0029968263
Insult0.026444806
Profanity0.01354185
Threat0.0065633263
Severe Toxicity0.0011396408
Low Tox 0.04785245 Moderate Con 0.392 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
STOP STUDENTS AND STOP SUBSIDIZING COROPRATIONS WHO MAKE MILLIONS AND PAY VERY LITTLE TAXES.
STOP STUDENTS AND STOP SUBSIDIZING COROPRATIONS WHO MAKE MILLIONS AND PAY VERY LITTLE TAXES.
Identity Attack0.00569767
Insult0.019999169
Profanity0.01127026
Threat0.007262398
Severe Toxicity0.0016117096
Low Tox 0.04785245 Low Con 0.215 Policy_Critique
Sep 29, 2025 IRCC Names India in Study …
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
If immigration is a human right then expect 400,000 million more. Soon you will be equal.
Identity Attack0.021987455
Insult0.013858915
Profanity0.0103821205
Threat0.007068211
Severe Toxicity0.0014305115
Low Tox 0.04785245 Low Con 0.206 Fear_Threat
Oct 5, 2025 Inside Canada's Indian Metropolis (Brampton)
the same people who support left wing in canada support far right in india
the same people who support left wing in canada support far right in india
Identity Attack0.03223813
Insult0.017614283
Profanity0.012961143
Threat0.006576272
Severe Toxicity0.0014972687
Low Tox 0.04785245 Low Con 0.263 Comparative_Framing
Sep 20, 2025 Inside Canada's Indian Metropolis (Brampton)
12:48 Funny thing: It is illegal in Canada to bring a weapon to a meeting "in case of". The reason is "well, if you thought it could be dangerous, why'd you go?" ..
12:48 Funny thing: It is illegal in Canada to bring a weapon to a meeting "in case of". The reason is "well, if you thought it could be dangerous, why'd you go?" ..
Identity Attack0.009915425
Insult0.013858915
Profanity0.012073003
Threat0.013579931
Severe Toxicity0.001783371
Low Tox 0.04785245 Moderate Con 0.397 Policy_Critique
Jan 27, 2026 16 likes Inside Canada's Indian Invasion...
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in …
Indian women are beautiful. Hinduism is a religion with spiritual depth as is Sikhism. Indian food is some of the best in the world. I see no problem. India and the West should coexist in peace.
Identity Attack0.043581683
Insult0.014086916
Profanity0.025497584
Threat0.008945347
Severe Toxicity0.0029754639
Low Tox 0.04785245 Constructive 0.678
Nov 14, 2025 Inside Canada's Indian Metropolis (Brampton)
They’re in Brampton Caledon …. Dancing by the their temples🎉😂 , on scooter bikes around the GTA🎉😂
They’re in Brampton Caledon …. Dancing by the their temples🎉😂 , on scooter bikes around the GTA🎉😂
Identity Attack0.013847848
Insult0.016784932
Profanity0.016957775
Threat0.008815889
Severe Toxicity0.002336502
Low Tox 0.04785245 Low Con 0.249
Sep 29, 2025 IRCC Names India in Study …
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.