DO NOT COMPLETE THE SURVEY AT THIS TIME
Dear Participant,
You are invited to participate in the fourth annual Julia user and developer survey. The results of this survey will be presented at JuliaCon 2022 this summer and will also be made publicly available online. The survey is developed, administered and analyzed by Julia Computing with input from the Julia community. We value your time and appreciate your participation. This survey consists of 40 questions and is expected to take no more than 10-15 minutes to complete.
At the end of the survey, you will be invited to enter a raffle to win a free Julia t-shirt! Please click the link at the end of the survey to enter to win.
Your participation is voluntary and anonymous and no personal information will ever be shared.
Please feel free to forward to colleagues and friends who are Julia users.
Thank you for your participation!
Sincerely,
Jeff Bezanson, Stefan Karpinski, Viral Shah and Alan Edelman Julia Co-Creators
DO NOT COMPLETE THE SURVEY AT THIS TIME
- Which of the following languages have you used regularly or frequently during the past year, and which do you plan to continue to use regularly or frequently during the next year? If you have used a language regularly or frequently during the past year AND you plan to continue using that language regularly or frequently during the next year, please select both boxes for that question. Please leave the row blank for any language you have not used regularly or frequently during the past year and you do not plan to use regularly or frequently during the next year.
Have used regularly or frequently during the past year | Plan to use regularly or frequently during the next year | |
---|---|---|
Julia | ||
Bash, Shell, PowerShell | ||
C | ||
C++ | ||
C# | ||
Clojure | ||
Crystal | ||
Elixir | ||
Fortran | ||
F# | ||
Go | ||
Haskell | ||
Java | ||
JavaScript | ||
Kotlin | ||
Lisp | ||
Lua | ||
Maple | ||
Mathematica | ||
MATLAB | ||
Nim | ||
Octave | ||
Perl | ||
PHP | ||
Python | ||
R | ||
Ruby | ||
Rust | ||
SAS | ||
Scala | ||
Scheme | ||
Smalltalk | ||
SQL | ||
Stata | ||
Swift | ||
Typescript | ||
Visual Basic, VBA | ||
Zig |
- How much do you like each of the following languages? If you don’t know or have not used a language, please leave it blank.
One of my favorite languages | Like | Neutral | Dislike | |
---|---|---|---|---|
Julia | ||||
Bash, Shell, PowerShell | ||||
C | ||||
C++ | ||||
C# | ||||
Clojure | ||||
Crystal | ||||
Elixir | ||||
Fortran | ||||
F# | ||||
Go | ||||
Haskell | ||||
Java | ||||
JavaScript | ||||
Kotlin | ||||
Lisp | ||||
Lua | ||||
Maple | ||||
Mathematica | ||||
MATLAB | ||||
Nim | ||||
Octave | ||||
Perl | ||||
PHP | ||||
Python | ||||
R | ||||
Ruby | ||||
Rust | ||||
SAS | ||||
Scala | ||||
Scheme | ||||
Smalltalk | ||||
SQL | ||||
Stata | ||||
Swift | ||||
Typescript | ||||
Visual Basic, VBA | ||||
Zig |
- Thinking only about the TECHNICAL aspects or features of Julia, which of the following are the TECHNICAL aspects or features you like MOST about Julia? Please select all that apply. ROTATE
- Speed, performance
- Ease of use
- Open source – code is available and can be modified
- Composable
- Ease of installation
- Package manager
- Solves the two language problem
- Multiple dispatch
- Distributed / GPU computing
- Type system
- Specific package(s)
- Integrates well with other language(s)
- Editor and IDE support (Emacs, Vi, Juno, VS Code)
- One-based indexing
- Metaprogramming
- None, there are no technical aspects or features that I like about Julia DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Thinking only about the NON-TECHNICAL aspects or features of Julia, which of the following are the NON-TECHNICAL aspects or features you like MOST about Julia? Please select all that apply. ROTATE
- Free – don’t have to pay to use Julia
- Julia community of developers is talented and active
- MIT license
- Easy to create packages
- Julia community of developers is warm and welcoming
- Easy to get help and information online
- Easy to contribute to the language
- Lots of great teaching and learning resources available online
- Great documentation
- None, there are no non-technical aspects or features that I like about Julia DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Thinking only about the TECHNICAL aspects or features of Julia, which of the following are the TECHNICAL aspects or features you like LEAST about Julia? Please select all that apply. ROTATE
- It takes too long to generate the first plot
- Slow compile times
- Packages aren’t as mature or as well maintained as I need
- Cannot generate self contained binaries or libraries such as .exe, .dll, .so, etc.
- Immature, not ready for use in production
- Poor editor and IDE support
- Poor linter, poor syntax checking compared to statically typed languages
- Doesn’t have all the packages I need
- I require packages, libraries or tools that are only available or are more complete in another language
- The debugger is too slow, and/or not fully-featured
- Not stable enough
- Package manager is confusing, difficult or doesn’t do what I expect it to
- Writing performant code is difficult and requires specialized knowledge
- Bugs
- One-based indexing
- No in-language or built-in support for mutable, fixed size arrays
- Does not integrate well with other language(s)
- I do not feel Julia is well suited to certain tasks
- None, there are no technical aspects or features that I dislike about Julia DO NOT ROTATE
- Don’t know DO NOT ROTATE
- [ ]
- Thinking only about the NON-TECHNICAL aspects or features of Julia, what are the NON-TECHNICAL aspects or features you like LEAST about Julia? Please select all that apply. ROTATE
- My colleagues, company or collaborators use other languages
- There are not enough Julia users in my field or industry
- Online tutorials and documentation that are outdated
- There are not enough Julia users in general
- My company, university, clients or other organizations I work with do not allow or support Julia
- Insufficient documentation
- There are not enough teaching and learning resources available online
- There are too many things I don’t know how to do in Julia
- I am more comfortable in another language
- Julia community is not active enough
- Julia community is too closed and not welcoming enough
- Julia community is not diverse enough
- Don’t like learning a new language
- I feel that the Julia developer team does not communicate its plans or intentions clearly enough
- The Julia community is too conservative and too reluctant to make useful changes to the language
- The Julia community makes language changes too readily without due consideration
- I feel uncomfortable sharing my opinions with the community
- None, there are no non-technical aspects or features I dislike about Julia DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Thinking about the tasks for which you use Julia, if you weren’t using Julia for these tasks, what programming language(s) would you be using? Please select all that apply.
- Bash, Shell, PowerShell
- C
- C++
- C#
- Clojure
- Crystal
- Elixir
- Fortran
- F#
- Go
- Haskell
- Java
- JavaScript
- Kotlin
- Lisp
- Lua
- Maple
- Mathematica
- MATLAB
- Nim
- Octave
- Perl
- PHP
- Python
- R
- Ruby
- Rust
- SAS
- Scala
- Scheme
- SQL
- Stata
- Swift
- Typescript
- Visual Basic, VBA
- Zig
- None of the above
- Don’t know
- Why did you start using Julia? Please select all that apply. ROTATE
- Julia seems like the language of the future
- Julia solves the two language problem
- Faster for the work I am doing
- I like learning new languages
- Preferable syntax to other languages
- I heard about Julia from friends or colleagues
- Better packages for the work I am doing
- I need or want a specific feature
- Because colleagues in my field use Julia and I want to collaborate with them
- Because my instructor or a course I wanted to take uses Julia
- Elegance of Julia
- None of the above DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Where do you interact with the Julia community? Please select all that apply. ROTATE
- GitHub
- Discourse (discourse.julialang.org)
- Slack
- Zulip
- Gitter
- Discord
- Stack Overflow
- JuliaCN
- None of these DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Which of the following best describe your use of Julia? Please select all that apply.
- I use Julia for research
- I use Julia for work individually
- I use Julia for teaching
- I use Julia for development as part of a team
- I use Julia in production for a business critical task
- I use Julia because it is required for classes at my university
- I use Julia for hobby programming
- None of the above DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Which of the following types of Julia packages have you created or contributed to, including documentation or filing issues? If you have created some packages of one of the types below and also contributed to but did not create other packages of the same type, then please select both columns for that type of package.
Created this type of Julia package | Contributed to but did not create this type of Julia package | |
---|---|---|
Open source and registered in the Julia general registry | ||
Open source and not registered in the Julia general registry | ||
Private and not registered in the Julia general registry |
-
When did you first start using Julia? ENTER YEAR (2009-2022)
-
What percentage of the programming you do is in Julia?
- 0%
- 1-19%
- 20-39%
- 40-59%
- 60-79%
- 80-99%
- 100%
- Don’t do any programming
- Don’t know
- What are some of your favorite Julia packages? Please select all that apply.
- AlphaZero.jl
- ApproxFun.jl
- BenchmarkTools.jl
- Convex.jl
- CUDA.jl
- Cxx.jl
- CxxWrap.jl
- DataFrames.jl
- DataStructures.jl
- DifferentialEquations.jl
- DiffEqFlux.jl
- Distributions.jl
- Documenter.jl
- FFTW.jl
- Flux.jl
- ForwardDiff.jl
- Franklin.jl
- Gadfly.jl
- Gen.jl
- Genie.jl
- GLM.jl
- IJulia.jl
- Images.jl
- JavaCall.jl
- JuMP.jl
- Knet.jl
- LightGraphs.jl
- Makie.jl
- MixedModels.jl
- ModelingToolkit.jl
- MKL.jl
- MLJ.jl
- OnlineStats.jl
- Optim.jl
- PackageCompiler.jl
- Plots.jl
- Pluto.jl
- PyCall.jl
- PyPlot.jl
- QuadGK.jl
- Queryverse.jl
- RCall.jl
- ReinforcementLearning.jl
- Revise.jl
- StaticArrays.jl
- StatsBase.jl
- StatsPlots.jl
- StatsFuns.jl
- Symbolics.jl
- TensorFlow.jl
- TensorOperations.jl
- TextAnalysis.jl
- Turing.jl
- UnicodePlots.jl
- Weave.jl
- Zygote.jl
- None of the above
- Don't know
- [ ]
- How robust is the current Julia package ecosystem?
- Very
- Somewhat
- Not very
- Not at all
- Don't know
- Which editors or IDEs do you use frequently? Please select all that apply. ROTATE
- VS Code
- Pluto
- Jupyter
- JupyterLab
- Juno
- Nano / Pico
- RStudio
- Vi / Vim / Neovim
- Atom (without Juno)
- Emacs
- Sublime Text
- Notepad++
- IntelliJ (or other Jetbrains product)
- Kate
- Other
- None - I write all my code in the Julia REPL DO NOT ROTATE
- Don't know DO NOT ROTATE
- Which cloud solutions, if any, do you use together with Julia? Please select all that apply. ROTATE
- Local cluster
- JuliaHub
- Amazon Web Services, AWS
- Google Cloud
- Microsoft Azure
- Google Colab
- REPL.it
- CoCalc
- MyBinder
- NextJournal
- Other cloud provider DO NOT ROTATE
- None DO NOT ROTATE
- Don’t know DO NOT ROTATE
- How helpful and collaborative is the Julia community?
- Very
- Somewhat
- Not very
- Not at all
- Don't know
- Have you attended or do you plan to attend JuliaCon? Please select all that apply.
- 2022 (Online)
- 2021 (Online)
- 2020 (Online)
- 2019 (Baltimore)
- 2018 (London)
- 2017 (Berkeley)
- 2016 (Boston)
- 2015 (Boston)
- 2014 (Chicago)
- Will likely attend in the future
- Would like to attend, if funds, schedule and location permit
- Unlikely to attend JuliaCon in future
- Don’t know
- How did you download/install the Julia version you most frequently use? ROTATE
- Binaries from JuliaLang.org
- I compile Julia from source
- From my Linux distribution
- From Homebrew cask on Mac
- Official Docker container
- Other package manager DO NOT ROTATE
- Don’t know DO NOT ROTATE
- With which operating system(s) do you use Julia most frequently? Please select all that apply. ROTATE
- Linux/x86
- Windows
- Windows with WSL
- macOS
- macOS/ARM
- ChromeOS
- Linux/ARM
- Linux/PPC
- FreeBSD
- Other DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Which hardware accelerators, if any, do you use together with Julia? Please select all that apply. ROTATE
- Nvidia GPU (released in the last 2 years)
- Nvidia GPU (Older than 2 years)
- Multiple Nvidia GPUs in one box
- AMD GPU
- Intel GPU
- Distributed cluster of GPUs
- Google TPU
- Google TPU Pod
- Other DO NOT ROTATE
- None DO NOT ROTATE
- Don’t know DO NOT ROTATE
- What resources have you found most useful when learning Julia for the first time or when learning how to do something in Julia? Please select all that apply. ROTATE
- JuliaAcademy
- Exercism Julia track
- Julia manual
- Webinars
- In-person university courses
- Online university courses
- Other online courses
- JuliaCon presentations
- Other presentations
- YouTube tutorials
- Julia books
- None of the above DO NOT ROTATE
- Don’t know DO NOT ROTATE
- Which of the following do you use as part of your work? Please select all that apply. ROTATE
- Data science
- Modeling and simulation
- Optimal control
- Statistics
- Optimization
- Machine learning
- Visualization
- Blockchain
- Differential equations
- Artificial intelligence
- Graphics
- Signal processing
- Image processing
- Supercomputing
- Computer vision
- Genetic data processing
- Robotics
- Quantum computing
- Scripting
- None of the above DO NOT ROTATE
- Don’t know DO NOT ROTATE
The following questions will help us to better understand the demographics of the Julia community.
- Which of the following best describes you? Please select all that apply.
Academic - student, researcher, instructor, scientist
Professional - analyst, engineer, developer, researcher, manager, scientist
None of the above
Don’t know
- IF ACADEMIC: Which of the following best describes you? Please select all that apply. ROTATE
Graduate or postgraduate student or researcher
Faculty
Instructor
Undergraduate student or researcher
High school student or researcher
Research scientist
Research assistant
Research software engineer
Consultant
System administrator
None of the above DO NOT ROTATE
Don’t know DO NOT ROTATE
- IF PROFESSIONAL: Which of the following best describes you? Please select all that apply. ROTATE
Engineer, developer
Researcher
Analyst
Manager
Product manager
None of the above DO NOT ROTATE
Don’t know DO NOT ROTATE
- IF PROFESSIONAL: What is the primary industry in which you work? ROTATE
Software, IT
Engineering
Finance
Aerospace, aviation
Energy
Consulting
Life sciences, health care
Telecommunications
Government
Manufacturing
Transport
Retail
Logistics
Semiconductors
Ecommerce
Pharmaceuticals
Automation
None of these DO NOT ROTATE
Don’t know DO NOT ROTATE
- IF ACADEMIC: What is your primary industry or field of study? Please select all that apply. ROTATE
Computer science
Mathematics
Physics
Biology
Electrical engineering
Mechanical engineering
Economics
Geosciences
Astronomy
Medicine
Aerospace engineering
Finance
Civil engineering
Education
Climate science
Chemistry
Chemical engineering
Business
Humanities
Political science
Sociology
None of these DO NOT ROTATE
Don’t know DO NOT ROTATE
- What type of improvements to Julia would make you more likely to recommend Julia to other people?
- More statistical functionality
- More web development functionality
- More machine learning functionality
- Reduced startup time (time to first X)
- No improvements are necessary
- There is nothing that would make me likely to recommend Julia to other people
- Don’t know
- How many years of coding experience do you have?
- 0
- 1-5
- 6-10
- 11-15
- 16-20
- 21-25
- 26-30
- More than 30
- Don’t know, prefer not to answer
- What is your age?
- Under 15
- 15-17
- 18-22
- 23-29
- 30-35
- 36-40
- 41-45
- 46-50
- 51-55
- 56-60
- 61-65
- 66-70
- More than 70
- Don’t know, prefer not to answer
- What is the country or region where you currently live / work? Please select all that apply.
Afghanistan
Albania
Algeria
Andorra
Angola
Antigua and Barbuda
Argentina
Armenia
Australia
Austria
Azerbaijan
Bahamas
Bahrain
Bangladesh
Barbados
Belarus
Belgium
Belize
Benin
Bhutan
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Brunei
Bulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Cape Verde
Central African Republic
Chad
Chile
China
Colombia
Comoros
Congo-Brazzaville (RotC)
Congo-Kinshasa (DRC)
Costa Rica
Croatia
Cuba
Cyprus
Czech Republic
Denmark
Djibouti
Dominica
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Estonia
Ethiopia
Fiji
Finland
France
Gabon
Gambia
Georgia
Germany
Ghana
Greece
Greenland
Grenada
Guatemala
Guinea
Guinea-Bissau
Guyana
Haiti
Honduras
Hong Kong
Hungary
Iceland
India
Indonesia
Iran
Iraq
Ireland
Israel
Ivory Coast (Côte d’Ivoire)
Italy
Jamaica
Japan
Jordan
Kazakhstan
Kenya
Kiribati
Kosovo
Kuwait
Kyrgyzstan
Laos
Latvia
Lebanon
Lesotho
Liberia
Libya
Liechtenstein
Lithuania
Luxembourg
Macao
Macedonia
Madagascar
Malawi
Malaysia
Maldives
Mali
Malta
Marshall Islands
Mauritania
Mauritius
Mexico
Micronesia
Moldova
Mozambique
Monaco
Mongolia
Montenegro
Morocco
Myanmar
Namibia
Nauru
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
North Korea
North Macedonia
Norway
Oman
Pakistan
Palau
Palestine, West Bank, Gaza
Panama
Papua New Guinea
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Qatar
Romania
Russia
Rwanda
Saint Kitts and Nevis
Saint Lucia
Saint Vincent and the Grenadines
Samoa
San Marino
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Seychelles
Sierra Leone
Singapore
Slovakia
Slovenia
Solomon Islands
Somalia
South Africa
South Korea
South Sudan
Spain
Sri Lanka
Sudan
Suriname
Swaziland
Sweden
Switzerland
Syria
Taiwan
Tajikistan
Tanzania
Thailand
Timor-Leste (East Timor)
Togo
Tonga
Trinidad and Tobago
Tunisia
Turkey
Turkmenistan
Tuvalu
Uganda
Ukraine
United Arab Emirates
United Kingdom
United States
Uruguay
Uzbekistan
Vanuatu
Vatican City
Venezuela
Vietnam
Western Sahara
Yemen
Zambia
Zimbabwe
Other/SPECIFY
Prefer not to answer
- What is the country where you are originally from? Please select all that apply
Afghanistan
Albania
Algeria
Andorra
Angola
Antigua and Barbuda
Argentina
Armenia
Australia
Austria
Azerbaijan
Bahamas
Bahrain
Bangladesh
Barbados
Belarus
Belgium
Belize
Benin
Bhutan
Bolivia
Bosnia and Herzegovina
Botswana
Brazil
Brunei
Bulgaria
Burkina Faso
Burundi
Cambodia
Cameroon
Canada
Cape Verde
Central African Republic
Chad
Chile
China
Colombia
Comoros
Congo-Brazzaville (RotC)
Congo-Kinshasa (DRC)
Costa Rica
Croatia
Cuba
Cyprus
Czech Republic
Denmark
Djibouti
Dominica
Dominican Republic
Ecuador
Egypt
El Salvador
Equatorial Guinea
Eritrea
Estonia
Ethiopia
Fiji
Finland
France
Gabon
Gambia
Georgia
Germany
Ghana
Greece
Greenland
Grenada
Guatemala
Guinea
Guinea-Bissau
Guyana
Haiti
Honduras
Hong Kong
Hungary
Iceland
India
Indonesia
Iran
Iraq
Ireland
Israel
Ivory Coast (Côte d’Ivoire)
Italy
Jamaica
Japan
Jordan
Kazakhstan
Kenya
Kiribati
Kosovo
Kuwait
Kyrgyzstan
Laos
Latvia
Lebanon
Lesotho
Liberia
Libya
Liechtenstein
Lithuania
Luxembourg
Macao
Macedonia
Madagascar
Malawi
Malaysia
Maldives
Mali
Malta
Marshall Islands
Mauritania
Mauritius
Mexico
Micronesia
Moldova
Mozambique
Monaco
Mongolia
Montenegro
Morocco
Myanmar
Namibia
Nauru
Nepal
Netherlands
New Zealand
Nicaragua
Niger
Nigeria
North Korea
North Macedonia
Norway
Oman
Pakistan
Palau
Palestine, West Bank, Gaza
Panama
Papua New Guinea
Paraguay
Peru
Philippines
Poland
Portugal
Puerto Rico
Qatar
Romania
Russia
Rwanda
Saint Kitts and Nevis
Saint Lucia
Saint Vincent and the Grenadines
Samoa
San Marino
Sao Tome and Principe
Saudi Arabia
Senegal
Serbia
Seychelles
Sierra Leone
Singapore
Slovakia
Slovenia
Solomon Islands
Somalia
South Africa
South Korea
South Sudan
Spain
Sri Lanka
Sudan
Suriname
Swaziland
Sweden
Switzerland
Syria
Taiwan
Tajikistan
Tanzania
Thailand
Timor-Leste (East Timor)
Togo
Tonga
Trinidad and Tobago
Tunisia
Turkey
Turkmenistan
Tuvalu
Uganda
Ukraine
United Arab Emirates
United Kingdom
United States
Uruguay
Uzbekistan
Vanuatu
Vatican City
Venezuela
Vietnam
Western Sahara
Yemen
Zambia
Zimbabwe
Other/SPECIFY
Prefer not to answer
- In what language(s) are you fluent? Please select all that apply.
Afrikaans
Albanian
American Sign Language
Amharic
Arabic
Bengali
Bosnian
Bulgarian
Chinese
Croatian
Czech
Danish
Dutch
English
Estonian
Farsi
Finnish
French
Georgian
German
Greek
Gujarati
Hausa
Hebrew
Hindi
Hungarian
Icelandic
Igbo
Indonesian
Italian
Japanese
Kannada
Kazakh
Korean
Lithuanian
Luxembourgish
Macedonian
Malay
Marathi
Malayalam
Mongolian
Nepali
Norwegian
Oriya
Oromo
Pashto
Polish
Portuguese
Punjabi
Romanian
Russian
Serbian
Shona
Slovakian
Slovenian
Spanish
Swahili
Swedish
Tagalog
Tamil
Telugu
Thai
Turkish
Ukrainian
Urdu
Vietnamese
Yoruba
Zulu
Other/SPECIFY
Prefer not to answer
- Which of the following best describe your race or ethnicity? Please select all that apply.
- White, Caucasian, European
- Asian, Asian-American
- Latin American, Latino, Hispanic
- Black, African, African-American, Caribbean Black
- Middle Eastern, Arab, Persian, Turkish
- American Indian, Alaska Native, Inuit, First Nations, Métis
- Native Hawaiian, Pacific Islander
- Australian Aboriginal
- Maori
- Other/SPECIFY
- Prefer not to answer
- What is your gender?
- Man
- Woman
- Non-binary
- Other/SPECIFY
- Prefer not to answer
- Do you identify as LGBTQ?
- Yes
- No
- Prefer not to answer
- Do you identify as underrepresented in science or computing because of your:
- Age
- Gender
- Gender identity
- Language(s) or language proficiency
- Religion
- Race, ethnicity, national origin
- Disability
- Sexual orientation
- Education level
- Parents’ education level
- Income or socioeconomic status
- Political or ideological beliefs
- Other/SPECIFY
- I do not identify as underrepresented in science or computing
- Prefer not to answer
- IF PROFESSIONAL: Please click here if you would like to enter a raffle to win a free Julia t-shirt, or if you would like Julia Computing to reach out to you to help your business succeed using Julia.
LINKED PAGE:
Thank you for completing the 2022 Julia User and Developer Survey! We greatly value and appreciate your participation.
Please enter your email address here if you would like to enter a raffle to win a free Julia t-shirt, or if you would like Julia Computing to reach out to you to help your business succeed using Julia.
Note that the survey responses you provided are anonymous and will not be connected to your email address.
ENTER EMAIL ADDRESS
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