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Hiring in Canada is as much a scheduling question as a sourcing one. At UTC-5, that means a short morning or evening overlap with Western Europe and several hours of overlap with the US West Coast. That decides whether you are hiring someone who joins your stand-up or someone who hands off to it.
Developers in Canada cluster in London, Paris, Vancouver and Toronto. City counts cover every indexed developer there, not only the ones using NumPy, so treat them as where the country's engineering population sits rather than a count for this skill.
NumPy developers in Canada most often pair it with Python (93.3%), HTML (73.3%) and JavaScript (70%).
Developer cities in Canada
All indexed developers per city, across every skill.
- London11,404
- Paris6,820
- Vancouver3,059
- Toronto2,842
- Ottawa1,138
- Calgary1,021
- Ontario1,010
- Montréal969
- Montreal946
- Houston457
Counts are developers in the indexed profile set.
Other skills hired in Canada
Each links to the same country breakdown for that technology.
- JavaScript20,741
- Python18,364
- HTML17,546
- TypeScript11,397
- Java10,477
- CSS10,270
- C++7,664
- Jupyter7,512
- Bash / Shell7,170
- C6,181
- PHP5,623
- Ruby4,920
- C#4,776
- Go3,991
Counts are developers in the indexed profile set.
What NumPy developers in Canada also use
Share of this group who also work with each technology.
- Python140 · 93.3%
- HTML110 · 73.3%
- JavaScript105 · 70%
- Jupyter105 · 70%
- Java85 · 56.7%
- CSS75 · 50%
- TypeScript75 · 50%
- pandas65 · 43.3%
- Machine Learning60 · 40%
- C++55 · 36.7%
- Deep Learning55 · 36.7%
- Computer Vision50 · 33.3%
Counts are developers in the indexed profile set.
What NumPy developers in Canada look like
Measured across the profiles in this group, not self-reported.
- Median public contributions, last 12 months
- 50
- Median public repositories
- 39
- Median followers
- 23
- Have a linked LinkedIn profile
- 53.3%
- Flagged as open to work on GitHub
- 40%
Years of experience
- 3–5 years27%
- 6–9 years43%
- 10+ years30%
Shares of the profiles in this group where experience could be derived.
Sample profiles from Canada
Real indexed developers, reduced to ranges and derived labels so no individual is identifiable.
- Contributions / year
- 0–50
- Public repositories
- 35–50
- Followers
- 50–100
- Contributions / year
- 500–1,000
- Public repositories
- 75–100
- Followers
- 50–100
- Contributions / year
- 0–50
- Public repositories
- 5–10
- Followers
- 0–10
- Contributions / year
- 1,000–2,000
- Public repositories
- 35–50
- Followers
- 25–50
- Contributions / year
- 0–50
- Public repositories
- 35–50
- Followers
- 25–50
- Contributions / year
- 1,000–2,000
- Public repositories
- 50–75
- Followers
- 100–250
Figures are shown as ranges and identifying details are removed. Full profiles, including GitHub handles and contact details, are available to signed-in users.
Frequently asked questions
How many NumPy developers are there in Canada?
128 developers based in Canada show NumPy in their public GitHub work, which is 1.8% of all 7,139 NumPy developers in the index.
Which cities in Canada have the most developers?
London (11,404), Paris (6,820), Vancouver (3,059), Toronto (2,842) and Ottawa (1,138). These are counts of all indexed developers in each city.
Do working hours in Canada overlap with my team?
At UTC-5, that means a short morning or evening overlap with Western Europe and several hours of overlap with the US West Coast.
How active are NumPy developers in Canada?
The median developer in this group made 50 public contributions in the last year across 39 public repositories, with a median of 23 followers.
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