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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 935 of 1230
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Canadians students cannot afford to go to school. How many do you know in education debt, working a job not in their field?
Why Canada’s immigration system has hit a ‘breaking … · 1: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.029144434
Insult0.018516673
Profanity0.009664777
Threat0.005818945
Severe Toxicity0.0011205673
Low Tox 0.050573748 Moderate Con 0.353 Economic_Argument
Jan 19, 2026 28 likes Why Canada’s immigration system has …
Why are they getting ANY of my tax money? The only thing my Dad go t when we emigrated was a job, a skilled one, and no one handed him that.
Why are they getting ANY of my tax money? The only thing my Dad go t when we emigrated was a job, a skilled one, and no one handed him that.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.019274252
Insult0.016100928
Profanity0.012995303
Threat0.0061878995
Severe Toxicity0.0011301041
Low Tox 0.050573748 Moderate Con 0.48
Jun 25, 2025 How much do refugees and …
How much do you give to immigration services.....how much does families get for 5 kids.....
How much do you give to immigration services.....how much does families get for 5 kids.....
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.024198212
Insult0.014162917
Profanity0.010552917
Threat0.0063367756
Severe Toxicity0.0014209747
Low Tox 0.050326355 Low Con 0.267
Apr 24, 2019 How much do refugees and …
The guy on bike can be a good school graduation speaker
The guy on bike can be a good school graduation speaker
Inside Canada's Indian Invasion... · 155: Cluster #154
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.021481665
Profanity0.019075647
Threat0.0073789097
Severe Toxicity0.001821518
Low Tox 0.050326355 Moderate Con 0.328 Meta_Commentary
Feb 15, 2026 379 likes Inside Canada's Indian Invasion...
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 …
The dynamics in this video are playing out in many places, however, we've never come across a city that has seen as much drastic change as Brampton: Its population has doubled from 400,000 to 800,000 in just the last 20 years. We tried to cover this topic, respecting both the long-time Brampton residents, many of whom are angry about the changes to their city, and the Indian community, which was extremely welcoming of us. Thank you all for watching. Also, we're on our way to the UK and are looking for story recs in England and Scotland.
Inside Canada's Indian Metropolis (Brampton) · 2: Cluster #1
Close reading → Video sentiment →
Identity Attack0.024600167
Insult0.018258847
Profanity0.024951037
Threat0.010887212
Severe Toxicity0.0028800964
Low Tox 0.050326355 Constructive 0.796
Sep 18, 2025 774 likes Inside Canada's Indian Metropolis (Brampton)
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent …
For over a century, hardworking Sikh Punjabi community has been an integral part of Canada’s growth and prosperity. Their contributions span agriculture, industry, public service, and cultural life—strengthening the fabric of Canadian society. In recent time, concerns have emerged about indian government covert operations linked to foreign non sikh actors. It is important that Canada remains vigilant against any external threats to its sovereignty, especially when such actions undermine public safety or democratic values.
IRCC Names India in Study Permit Fraud | … · 50: Cluster #49
Close reading → Discourse → Video sentiment →
Identity Attack0.038425524
Insult0.020643732
Profanity0.012346277
Threat0.008582866
Severe Toxicity0.0017642975
Low Tox 0.050326355 Constructive 0.606 Solidarity
Sep 30, 2025 IRCC Names India in Study …
What about the large number of visitors from Kenya and Nigeria who have now filed for asylum? Yet they came as visitors
What about the large number of visitors from Kenya and Nigeria who have now filed for asylum? Yet they came as visitors
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.034816213
Insult0.0151129225
Profanity0.015147334
Threat0.0066215824
Severe Toxicity0.0017166138
Low Tox 0.050326355 Moderate Con 0.349
Oct 4, 2025 1 likes IRCC Names India in Study …
TALK ABOUT INDIAN DIPLOMA MILLS
TALK ABOUT INDIAN DIPLOMA MILLS
Inside Canada's Indian Metropolis (Brampton) · 3: Cluster #2
Close reading → Video sentiment →
Identity Attack0.026609946
Insult0.015720926
Profanity0.022901481
Threat0.008738215
Severe Toxicity0.0029945374
Low Tox 0.050326355 Low Con 0.143
Sep 19, 2025 16 likes Inside Canada's Indian Metropolis (Brampton)
How much did the Rolex cost you it was a gift one of three
How much did the Rolex cost you it was a gift one of three
IRCC Names India in Study Permit Fraud | … · 197: Cluster #196
Close reading → Video sentiment →
Identity Attack0.0024603575
Insult0.01929015
Profanity0.016001316
Threat0.006874025
Severe Toxicity0.0015830994
Low Tox 0.050326355 Moderate Con 0.394
Oct 1, 2025 IRCC Names India in Study …
No one is going to do anything and people will keep voting for the liberal/NDP party. If they do something it will hurt someone's feeling.
No one is going to do anything and people will keep voting for the liberal/NDP party. If they do something it will hurt someone's feeling.
Canadian immigration officers investigating hundreds identified by extortion … · 4: Cluster #3
Close reading → Discourse → Video sentiment →
Identity Attack0.00828752
Insult0.018967867
Profanity0.012517073
Threat0.010731863
Severe Toxicity0.0014209747
Low Tox 0.050326355 Moderate Con 0.318 Policy_Critique
Feb 18, 2026 Canadian immigration officers investigating hundreds …
This is missing the $25,000 cash some refugees are getting from syria. Etc.
This is missing the $25,000 cash some refugees are getting from syria. Etc.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.030691283
Insult0.014276917
Profanity0.014054239
Threat0.0074436385
Severe Toxicity0.0017738342
Low Tox 0.050326355 Low Con 0.287
Sep 3, 2018 How much do refugees and …
Bring in ice
Bring in ice
Canadian immigration officers investigating hundreds identified by extortion … · 82: Cluster #81
Close reading → Discourse → Video sentiment →
Identity Attack0.0058456613
Insult0.012680908
Profanity0.021535112
Threat0.01750142
Severe Toxicity0.003604889
Low Tox 0.050326355 Moderate Con 0.341 Unverified_Claim
Feb 18, 2026 Canadian immigration officers investigating hundreds …
Canada loves Indian food so the rest is history
Canada loves Indian food so the rest is history
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.032753747
Insult0.017356457
Profanity0.013063621
Threat0.006382086
Severe Toxicity0.0016403198
Low Tox 0.050326355 Low Con 0.231 Humor_Satire
Feb 28, 2026 Inside Canada's Indian Invasion...
These people will start demanding a separate nation in a few decades
These people will start demanding a separate nation in a few decades
Inside Canada's Indian Metropolis (Brampton) · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.019776696
Insult0.013288911
Profanity0.016479544
Threat0.010395273
Severe Toxicity0.0019264221
Low Tox 0.050326355 Low Con 0.134 Fear_Threat
Sep 20, 2025 135 likes Inside Canada's Indian Metropolis (Brampton)
Start speaking up when you hear people peak in their own languages in work spaces. ENGLISH first , Canada first!
Start speaking up when you hear people peak in their own languages in work spaces. ENGLISH first , Canada first!
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Video sentiment →
Identity Attack0.023997234
Insult0.01890341
Profanity0.010689554
Threat0.0073789097
Severe Toxicity0.0017356873
Low Tox 0.050326355 Moderate Con 0.417
Aug 29, 2025 1 likes Why Canadians Are Turning Against …
Should’ve slashed to zero for a while
Should’ve slashed to zero for a while
New rules, regulations take effect across Canada · 9: Cluster #8
Close reading → Discourse → Video sentiment →
Identity Attack0.0042732526
Insult0.013592913
Profanity0.021603432
Threat0.018537397
Severe Toxicity0.0025558472
Low Tox 0.050326355 Moderate Con 0.302 Policy_Critique
Jan 4, 2026 2 likes New rules, regulations take effect …
bro thats is australia
bro thats is australia
Inside Canada's Indian Invasion... · 31: Cluster #30
Close reading → Video sentiment →
Identity Attack0.026408968
Insult0.015340924
Profanity0.026317406
Threat0.008738215
Severe Toxicity0.002937317
Low Tox 0.050326355 Moderate Con 0.386
Jan 27, 2026 Inside Canada's Indian Invasion...
Why move to another country and then make it just like the country you left??
Why move to another country and then make it just like the country you left??
Inside Canada's Indian Invasion... · 319: Cluster #318
Close reading → Video sentiment →
Identity Attack0.01274247
Insult0.016784932
Profanity0.012346277
Threat0.0065697995
Severe Toxicity0.0014400482
Low Tox 0.050326355 Moderate Con 0.301
Jan 27, 2026 Inside Canada's Indian Invasion...
recently i saw the job posting on indeed where hindi was a mandatory language..
recently i saw the job posting on indeed where hindi was a mandatory language..
Why Canadians Are Turning Against Immigrants. · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.037394293
Insult0.01632893
Profanity0.017299367
Threat0.007793174
Severe Toxicity0.0017642975
Low Tox 0.050326355 Moderate Con 0.324 Unverified_Claim
Sep 10, 2025 1 likes Why Canadians Are Turning Against …
do not appreciate u taking the solitary cash sponsorship
do not appreciate u taking the solitary cash sponsorship
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.00362579
Insult0.01838776
Profanity0.013473531
Threat0.006699257
Severe Toxicity0.0011873245
Low Tox 0.050326355 Moderate Con 0.331 Question
Jan 28, 2026 Inside Canada's Indian Invasion...
CANADA. KIG OUT. OF CUNTREY. ALL. FAKE. REFUGE. VISITORS. VISA. VISITORS. STUDENT.
CANADA. KIG OUT. OF CUNTREY. ALL. FAKE. REFUGE. VISITORS. VISA. VISITORS. STUDENT.
· 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007890297
Insult0.028259486
Profanity0.00043829472
Threat0.00042819988
Severe Toxicity0.0000046611835
Low Tox 0.050222356 Call_To_Action
Apr 15, 2025
It’s happened here in beautiful Australia as well unfortunately. They’ve come over in the hundreds of thousands. Bought up all the local businesses and houses.
It’s happened here in beautiful Australia as well unfortunately. They’ve come over in the hundreds of thousands. Bought up all the local businesses and houses.
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.020681098
Insult0.017872108
Profanity0.012551232
Threat0.007793174
Severe Toxicity0.0019359589
Low Tox 0.050078966 Constructive 0.541 Fear_Threat
Jan 27, 2026 Inside Canada's Indian Invasion...
Lol middle class tax. What about corporate and wealth tax?
Lol middle class tax. What about corporate and wealth tax?
Canada’s new rules in 2026 · 18: Cluster #17
Close reading → Discourse → Video sentiment →
Identity Attack0.007473567
Insult0.020708188
Profanity0.019143965
Threat0.0060778605
Severe Toxicity0.0015354156
Low Tox 0.050078966 Low Con 0.197 Humor_Satire
Jan 15, 2026 34 likes Canada’s new rules in 2026
YOU SEE THEM ALL ON THE STREET EVERYWHERE.
YOU SEE THEM ALL ON THE STREET EVERYWHERE.
IRCC Names India in Study Permit Fraud | … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.006696612
Insult0.015188923
Profanity0.015488927
Threat0.012078222
Severe Toxicity0.0022125244
Low Tox 0.050078966 Low Con 0.244 Fear_Threat
Sep 28, 2025 33 likes IRCC Names India in Study …
About to happen in Japan
About to happen in Japan
Inside Canada's Indian Invasion... · 288: Cluster #287
Close reading → Discourse → Video sentiment →
Identity Attack0.018872296
Insult0.0105148945
Profanity0.024404489
Threat0.018537397
Severe Toxicity0.0033950806
Low Tox 0.050078966 Moderate Con 0.348 Comparative_Framing
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.