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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 1065 of 1230
I LOVE HER... she is a strong and intelligent woman!
I LOVE HER... she is a strong and intelligent woman!
IRCC Names India in Study Permit Fraud | … · 131: Cluster #130
Close reading → Discourse → Video sentiment →
Identity Attack0.008361516
Insult0.011198899
Profanity0.02119352
Threat0.0084793
Severe Toxicity0.0022697449
Low Tox 0.025910228 Moderate Con 0.492 Solidarity
Sep 29, 2025 68 likes IRCC Names India in Study …
A balanced Canada will make all happy I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
A balanced Canada will make all happy I have sent nearly 600 resumes no succeed can’t find a job/affordable housing sleeping in my Car 😔
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.0050687063
Insult0.012224905
Profanity0.010313802
Threat0.0070164283
Severe Toxicity0.0010681152
Low Tox 0.025910228 Constructive 0.618 Personal_Narrative
Jan 28, 2026 Inside Canada's Indian Invasion...
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these …
It's a correction for allowing too many claimants entering Canada with applications on shaky grounds. Glad it will save us 100s of millions offloading them from the support systems everyday Canadians actually need in these times.
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.008509507
Insult0.01306091
Profanity0.00993805
Threat0.0073918556
Severe Toxicity0.00096321106
Low Tox 0.025792383 Constructive 0.601
Dec 24, 2025 Deportations From Canada at Their …
We have enough land to expand on ! We could try!
We have enough land to expand on ! We could try!
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.005771666
Insult0.009298887
Profanity0.013507691
Threat0.0079873605
Severe Toxicity0.0015449524
Low Tox 0.025792383 Moderate Con 0.393 Policy_Critique
Jan 5, 2026 Migrants cross into Canada near …
Finally I was waiting for this
Finally I was waiting for this
Inside Canada's Indian Invasion... · 216: Cluster #215
Close reading → Discourse → Video sentiment →
Identity Attack0.0052166977
Insult0.009450888
Profanity0.020168742
Threat0.0100069
Severe Toxicity0.0021648407
Low Tox 0.025792383 Moderate Con 0.433 Meta_Commentary
Jan 27, 2026 Inside Canada's Indian Invasion...
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors …
Retired canadians RNs served canada 25 to 35 yrs and can not get a Doctor. We are not training our own young canadians, look how many doctors trained in canada are foreign. Also the doctors that used to migrate in 70s, 80s 90s often British Scottish, Irish, South Africans with a different work ethic and most were surgeons and anesthesiologists or obstetricians. Great skill sets.
BATRA’S BURNING QUESTIONS: Canada’s absent and clueless Immigration … · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.013948337
Insult0.012224905
Profanity0.00998929
Threat0.006039023
Severe Toxicity0.0009536743
Low Tox 0.025792383 Constructive 0.717 Policy_Critique
Feb 27, 2026 BATRA’S BURNING QUESTIONS: Canada’s absent …
Step it up 85% would be somewhat a start
Step it up 85% would be somewhat a start
Deportations From Canada at Their Highest Level in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.0042547537
Insult0.009507888
Profanity0.017231047
Threat0.009644418
Severe Toxicity0.0019741058
Low Tox 0.025792383 Low Con 0.282
Dec 24, 2025 Deportations From Canada at Their …
Thank you. Non biased report. You looked at both sides of the coin objectively. That's how you do a documentary!
Thank you. Non biased report. You looked at both sides of the coin objectively. That's how you do a documentary!
Inside Canada's Indian Metropolis (Brampton) · 61: Cluster #60
Close reading → Video sentiment →
Identity Attack0.0018406434
Insult0.014960921
Profanity0.010723713
Threat0.006045496
Severe Toxicity0.0006198883
Low Tox 0.025792383 Constructive 0.6
Sep 20, 2025 58 likes Inside Canada's Indian Metropolis (Brampton)
Bye bye
Bye bye
2.9 million Canadian temporary visas expire in 2025-2026 · 47: Cluster #46
Close reading → Video sentiment →
Identity Attack0.0038477771
Insult0.011122898
Profanity0.018665737
Threat0.008026198
Severe Toxicity0.0019550323
Low Tox 0.025792383 Moderate Con 0.413
Feb 5, 2026 2.9 million Canadian temporary visas …
Omg
Omg
IRCC Names India in Study Permit Fraud | …
Close reading → Video sentiment →
Identity Attack0.0026638457
Insult0.0113509
Profanity0.028640235
Threat0.0068869707
Severe Toxicity0.0023651123
Low Tox 0.025792383 Constructive 0.501
Sep 30, 2025 IRCC Names India in Study …
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
I just want to say Thank you to the person who created this video, today I pass my exam and I got 16/20 in first attempt . Thank you so much for this helpful video
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 19: Cluster #18
Close reading → Discourse → Video sentiment →
Identity Attack0.006437627
Insult0.010210892
Profanity0.019963788
Threat0.009230154
Severe Toxicity0.0022411346
Low Tox 0.025792383 Constructive 0.586 Personal_Narrative
Jun 5, 2025 8 likes Canadian Citizenship Test 2025 – …
We need to protect Tyler at all costs! He really puts himself out there to uncover the truth with pure raw footage and experiences!
We need to protect Tyler at all costs! He really puts himself out there to uncover the truth with pure raw footage and experiences!
Inside Canada's Indian Invasion... · 29: Cluster #28
Close reading → Video sentiment →
Identity Attack0.0020256327
Insult0.013630914
Profanity0.012038844
Threat0.007637825
Severe Toxicity0.0008773804
Low Tox 0.025792383 Constructive 0.557
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Well, what do you expect? American policy affects Canada as well.
Well, what do you expect? American policy affects Canada as well.
Migrants cross into Canada near Hemmingford · 2: Cluster #1
Close reading → Discourse → Video sentiment →
Identity Attack0.008916483
Insult0.012072904
Profanity0.010006369
Threat0.0061814263
Severe Toxicity0.00071525574
Low Tox 0.025792383 Low Con 0.218 Comparative_Framing
Jan 5, 2026 2 likes Migrants cross into Canada near …
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I …
I am in talks with an immigration lawyer for help in getting in and eventually citizenship. This video is an amazing resource. Thank you for making it. I will have to comment again when I take the test. ❤
Canadian Citizenship Test 2025 – 414 Real Past-Test … · 73: Cluster #72
Close reading → Discourse → Video sentiment →
Identity Attack0.012641981
Insult0.009678889
Profanity0.01627459
Threat0.008065036
Severe Toxicity0.0015068054
Low Tox 0.025792383 Constructive 0.685 Personal_Narrative
Jun 12, 2025 5 likes Canadian Citizenship Test 2025 – …
Jason is perfect and wonderful… Just ask him
Jason is perfect and wonderful… Just ask him
LILLEY UNLEASHED: The fall of Canada’s once enviable … · 7: Cluster #6
Close reading → Discourse → Video sentiment →
Identity Attack0.0037552824
Insult0.012300906
Profanity0.015283971
Threat0.007547205
Severe Toxicity0.0011873245
Low Tox 0.025792383 Moderate Con 0.484 Meta_Commentary
Feb 17, 2026 5 likes LILLEY UNLEASHED: The fall of …
Bye bye
Bye bye
2.9 million Canadian temporary visas expire in 2025-2026 · 47: Cluster #46
Close reading → Video sentiment →
Identity Attack0.0038477771
Insult0.011122898
Profanity0.018665737
Threat0.008026198
Severe Toxicity0.0019550323
Low Tox 0.025792383 Moderate Con 0.415
Jan 15, 2026 2 likes 2.9 million Canadian temporary visas …
"im from poojab" that says alot
"im from poojab" that says alot
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.011987305
Insult0.011236899
Profanity0.017162729
Threat0.007262398
Severe Toxicity0.0017166138
Low Tox 0.025792383 Low Con 0.256 Humor_Satire
Jan 27, 2026 1 likes Inside Canada's Indian Invasion...
Need ICE
Need ICE
Inside Canada's Indian Invasion... · 126: Cluster #125
Close reading → Video sentiment →
Identity Attack0.0037737815
Insult0.009526889
Profanity0.015625564
Threat0.009929225
Severe Toxicity0.002231598
Low Tox 0.025792383 Moderate Con 0.324
Feb 5, 2026 1 likes Inside Canada's Indian Invasion...
57k you cannot afford a house, so middle class is normal now to not be able to afford a house?
57k you cannot afford a house, so middle class is normal now to not be able to afford a house?
New rules, regulations take effect across Canada · 12: Cluster #11
Close reading → Discourse → Video sentiment →
Identity Attack0.005956655
Insult0.012186904
Profanity0.010194245
Threat0.006136116
Severe Toxicity0.0008201599
Low Tox 0.025792383 Low Con 0.254 Economic_Argument
Jan 3, 2026 13 likes New rules, regulations take effect …
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
We are talking refugees here. Individual Immigrants get a work permit as part of their immigration and permanent residency package. Refugees get more benefits than Canadian citizens, Canadian senior citizens, and even Canadian Permanent Residents.
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.01766643
Insult0.010172892
Profanity0.00998929
Threat0.0060098954
Severe Toxicity0.000910759
Low Tox 0.025792383 Moderate Con 0.396
Dec 8, 2025 How much do refugees and …
Labor shortage = Refusal to raise wages
Labor shortage = Refusal to raise wages
Canada's tighter immigration policy divides the country • … · 10: Cluster #9
Close reading → Discourse → Video sentiment →
Identity Attack0.0043102503
Insult0.012034904
Profanity0.010569996
Threat0.006330303
Severe Toxicity0.00091552734
Low Tox 0.025792383 Low Con 0.214 Economic_Argument
Feb 11, 2026 6 likes Canada's tighter immigration policy divides …
How much of this CBC propaganda do you actually believe?
How much of this CBC propaganda do you actually believe?
How much do refugees and immigrants get in … · 1: Cluster #1
Close reading → Video sentiment →
Identity Attack0.003348306
Insult0.014732921
Profanity0.010535837
Threat0.0059937127
Severe Toxicity0.0007867813
Low Tox 0.025792383 Low Con 0.175
Apr 1, 2019 How much do refugees and …
Why? Because you need to keep growing your economy! If you don't do so then you'll soon become the 51st state 🫨
Why? Because you need to keep growing your economy! If you don't do so then you'll soon become the 51st state 🫨
Inside Canada's Indian Metropolis (Brampton) · 395: Cluster #394
Close reading → Discourse → Video sentiment →
Identity Attack0.003366805
Insult0.012680908
Profanity0.011441057
Threat0.0068869707
Severe Toxicity0.0009727478
Low Tox 0.025792383 Low Con 0.287 Economic_Argument
Oct 16, 2025 1 likes Inside Canada's Indian Metropolis (Brampton)
The guy on the bike was based.
The guy on the bike was based.
Inside Canada's Indian Invasion... · 5: Cluster #4
Close reading → Discourse → Video sentiment →
Identity Attack0.0029228306
Insult0.012490907
Profanity0.012448754
Threat0.007909686
Severe Toxicity0.001168251
Low Tox 0.025792383 Moderate Con 0.367 Meta_Commentary
Feb 24, 2026 Inside Canada's Indian Invasion...
Hi Tyler, I love your videos, can you do some investigation on ICE, I would love to see your video on it!
Hi Tyler, I love your videos, can you do some investigation on ICE, I would love to see your video on it!
Inside Canada's Indian Invasion... · 1: Outliers
Close reading → Discourse → Video sentiment →
Identity Attack0.007547563
Insult0.010476895
Profanity0.020373698
Threat0.010628296
Severe Toxicity0.002412796
Low Tox 0.025792383 Moderate Con 0.495 Call_To_Action
Feb 9, 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.