{{ post.title }}
+{{ post.content }}
+diff --git a/Django_Blog/01-Getting-Started/django_project/db.sqlite3 b/Django_Blog/01-Getting-Started/django_project/db.sqlite3 new file mode 100644 index 000000000..e69de29bb diff --git a/Django_Blog/01-Getting-Started/django_project/django_project/__init__.py b/Django_Blog/01-Getting-Started/django_project/django_project/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/Django_Blog/01-Getting-Started/django_project/django_project/settings.py b/Django_Blog/01-Getting-Started/django_project/django_project/settings.py new file mode 100644 index 000000000..72dff7a5b --- /dev/null +++ b/Django_Blog/01-Getting-Started/django_project/django_project/settings.py @@ -0,0 +1,120 @@ +""" +Django settings for django_project project. + +Generated by 'django-admin startproject' using Django 2.1. + +For more information on this file, see +https://docs.djangoproject.com/en/2.1/topics/settings/ + +For the full list of settings and their values, see +https://docs.djangoproject.com/en/2.1/ref/settings/ +""" + +import os + +# Build paths inside the project like this: os.path.join(BASE_DIR, ...) +BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) + + +# Quick-start development settings - unsuitable for production +# See https://docs.djangoproject.com/en/2.1/howto/deployment/checklist/ + +# SECURITY WARNING: keep the secret key used in production secret! +SECRET_KEY = 'exhlfdat&vfum(-34*c2uroi(($ww(yo$9pv98=e6p^gl(-eoj' + +# SECURITY WARNING: don't run with debug turned on in production! +DEBUG = True + +ALLOWED_HOSTS = [] + + +# Application definition + +INSTALLED_APPS = [ + 'django.contrib.admin', + 'django.contrib.auth', + 'django.contrib.contenttypes', + 'django.contrib.sessions', + 'django.contrib.messages', + 'django.contrib.staticfiles', +] + +MIDDLEWARE = [ + 'django.middleware.security.SecurityMiddleware', + 'django.contrib.sessions.middleware.SessionMiddleware', + 'django.middleware.common.CommonMiddleware', + 'django.middleware.csrf.CsrfViewMiddleware', + 'django.contrib.auth.middleware.AuthenticationMiddleware', + 'django.contrib.messages.middleware.MessageMiddleware', + 'django.middleware.clickjacking.XFrameOptionsMiddleware', +] + +ROOT_URLCONF = 'django_project.urls' + +TEMPLATES = [ + { + 'BACKEND': 'django.template.backends.django.DjangoTemplates', + 'DIRS': [], + 'APP_DIRS': True, + 'OPTIONS': { + 'context_processors': [ + 'django.template.context_processors.debug', + 'django.template.context_processors.request', + 'django.contrib.auth.context_processors.auth', + 'django.contrib.messages.context_processors.messages', + ], + }, + }, +] + +WSGI_APPLICATION = 'django_project.wsgi.application' + + +# Database +# https://docs.djangoproject.com/en/2.1/ref/settings/#databases + +DATABASES = { + 'default': { + 'ENGINE': 'django.db.backends.sqlite3', + 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), + } +} + + +# Password validation +# https://docs.djangoproject.com/en/2.1/ref/settings/#auth-password-validators + +AUTH_PASSWORD_VALIDATORS = [ + { + 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', + }, + { + 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', + }, + { + 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', + }, + { + 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', + }, +] + + +# Internationalization +# https://docs.djangoproject.com/en/2.1/topics/i18n/ + +LANGUAGE_CODE = 'en-us' + +TIME_ZONE = 'UTC' + +USE_I18N = True + +USE_L10N = True + +USE_TZ = True + + +# Static files (CSS, JavaScript, Images) +# https://docs.djangoproject.com/en/2.1/howto/static-files/ + +STATIC_URL = '/static/' diff --git a/Django_Blog/01-Getting-Started/django_project/django_project/urls.py b/Django_Blog/01-Getting-Started/django_project/django_project/urls.py new file mode 100644 index 000000000..a5086cd29 --- /dev/null +++ b/Django_Blog/01-Getting-Started/django_project/django_project/urls.py @@ -0,0 +1,21 @@ +"""django_project URL Configuration + +The `urlpatterns` list routes URLs to views. For more information please see: + https://docs.djangoproject.com/en/2.1/topics/http/urls/ +Examples: +Function views + 1. Add an import: from my_app import views + 2. Add a URL to urlpatterns: path('', views.home, name='home') +Class-based views + 1. Add an import: from other_app.views import Home + 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') +Including another URLconf + 1. Import the include() function: from django.urls import include, path + 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) +""" +from django.contrib import admin +from django.urls import path + +urlpatterns = [ + path('admin/', admin.site.urls), +] diff --git a/Django_Blog/01-Getting-Started/django_project/django_project/wsgi.py b/Django_Blog/01-Getting-Started/django_project/django_project/wsgi.py new file mode 100644 index 000000000..14bd24ed6 --- /dev/null +++ b/Django_Blog/01-Getting-Started/django_project/django_project/wsgi.py @@ -0,0 +1,16 @@ +""" +WSGI config for django_project project. + +It exposes the WSGI callable as a module-level variable named ``application``. + +For more information on this file, see +https://docs.djangoproject.com/en/2.1/howto/deployment/wsgi/ +""" + +import os + +from django.core.wsgi import get_wsgi_application + +os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'django_project.settings') + +application = get_wsgi_application() diff --git a/Django_Blog/01-Getting-Started/django_project/manage.py b/Django_Blog/01-Getting-Started/django_project/manage.py new file mode 100755 index 000000000..6b39db5c2 --- /dev/null +++ b/Django_Blog/01-Getting-Started/django_project/manage.py @@ -0,0 +1,15 @@ +#!/usr/bin/env python +import os +import sys + +if __name__ == '__main__': + os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'django_project.settings') + try: + from django.core.management import execute_from_command_line + except ImportError as exc: + raise ImportError( + "Couldn't import Django. Are you sure it's installed and " + "available on your PYTHONPATH environment variable? Did you " + "forget to activate a virtual environment?" + ) from exc + execute_from_command_line(sys.argv) diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/__init__.py b/Django_Blog/02-Application-And-Routes/django_project/blog/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/admin.py b/Django_Blog/02-Application-And-Routes/django_project/blog/admin.py new file mode 100644 index 000000000..8c38f3f3d --- /dev/null +++ b/Django_Blog/02-Application-And-Routes/django_project/blog/admin.py @@ -0,0 +1,3 @@ +from django.contrib import admin + +# Register your models here. diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/apps.py b/Django_Blog/02-Application-And-Routes/django_project/blog/apps.py new file mode 100644 index 000000000..793058786 --- /dev/null +++ b/Django_Blog/02-Application-And-Routes/django_project/blog/apps.py @@ -0,0 +1,5 @@ +from django.apps import AppConfig + + +class BlogConfig(AppConfig): + name = 'blog' diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/migrations/__init__.py b/Django_Blog/02-Application-And-Routes/django_project/blog/migrations/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/models.py b/Django_Blog/02-Application-And-Routes/django_project/blog/models.py new file mode 100644 index 000000000..71a836239 --- /dev/null +++ b/Django_Blog/02-Application-And-Routes/django_project/blog/models.py @@ -0,0 +1,3 @@ +from django.db import models + +# Create your models here. diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/tests.py b/Django_Blog/02-Application-And-Routes/django_project/blog/tests.py new file mode 100644 index 000000000..7ce503c2d --- /dev/null +++ b/Django_Blog/02-Application-And-Routes/django_project/blog/tests.py @@ -0,0 +1,3 @@ +from django.test import TestCase + +# Create your tests here. diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/urls.py b/Django_Blog/02-Application-And-Routes/django_project/blog/urls.py new file mode 100644 index 000000000..2f2d16901 --- /dev/null +++ b/Django_Blog/02-Application-And-Routes/django_project/blog/urls.py @@ -0,0 +1,7 @@ +from django.urls import path +from . import views + +urlpatterns = [ + path('', views.home, name='blog-home'), + path('about/', views.about, name='blog-about'), +] diff --git a/Django_Blog/02-Application-And-Routes/django_project/blog/views.py b/Django_Blog/02-Application-And-Routes/django_project/blog/views.py new file mode 100644 index 000000000..b8773d180 --- /dev/null +++ b/Django_Blog/02-Application-And-Routes/django_project/blog/views.py @@ -0,0 +1,10 @@ +from django.shortcuts import render +from django.http import HttpResponse + + +def home(request): + return HttpResponse('
You can put any information here you'd like. +
{{ post.content }}
+You can put any information here you'd like. +
{{ post.content }}
+You can put any information here you'd like. +
{{ post.content }}
+You can put any information here you'd like. +
{{ post.content }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ object.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ object.content }}
+{{ post.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ object.content }}
+{{ post.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ object.content }}
+{{ post.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ object.content }}
+{{ post.content }}
+{{ user.email }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ object.content }}
+{{ post.content }}
+{{ user.email }}
+{{ post.content }}
+You can put any information here you'd like. +
username@email.com
+{{ current_user.email }}
+Please check your account and try again
+That page does not exist. Please try a different location
+We're experiencing some trouble on our end. Please try again in the near future
+{{ post.content }}
+You can put any information here you'd like. +
{{ post.content }}
+{{ post.content }}
+\n", + " | Respondent | \n", + "MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
88873 | \n", + "88062 | \n", + "NaN | \n", + "No | \n", + "Never | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88874 | \n", + "88076 | \n", + "NaN | \n", + "No | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88875 | \n", + "88182 | \n", + "NaN | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed part-time | \n", + "Pakistan | \n", + "NaN | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "10 to 19 employees | \n", + "Academic researcher | \n", + "1 | \n", + "Younger than 5 years | \n", + "Less than 1 year | \n", + "NaN | \n", + "NaN | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Google Cloud Platform | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "Android Studio | \n", + "Windows | \n", + "Development | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Also Yes | \n", + "What? | \n", + "Neither | \n", + "Username | \n", + "NaN | \n", + "I have never visited Stack Overflow (before to... | \n", + "Get a sense of belonging to the developer comm... | \n", + "Less than once per week | \n", + "The other resource was slightly faster | \n", + "60+ minutes | \n", + "NaN | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Not applicable - I did not use Stack Overflow ... | \n", + "Courses on technologies you're interested in | \n", + "NaN | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Too short | \n", + "Neither easy nor difficult | \n", + "|
88876 | \n", + "88212 | \n", + "NaN | \n", + "No | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Spain | \n", + "No | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "10 to 19 employees | \n", + "Designer;Developer, front-end;Developer, full-... | \n", + "18 | \n", + "7 | \n", + "15 | \n", + "NaN | \n", + "NaN | \n", + "Somewhat confident | \n", + "Yes | \n", + "I am already a manager | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;JavaScript;Python | \n", + "JavaScript | \n", + "MySQL;PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "Arduino | \n", + "Django;React.js | \n", + "Django;React.js | \n", + "NaN | \n", + "NaN | \n", + "Atom;Visual Studio Code | \n", + "MacOS | \n", + "I do not use containers | \n", + "Non-currency applications of blockchain | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "SIGH | \n", + "No | \n", + "In real life (in person) | \n", + "Username | \n", + "2008 | \n", + "A few times per week | \n", + "Find answers to specific questions | \n", + "6-10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "0-10 minutes | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "No, not at all | \n", + "NaN | \n", + "Tech articles written by other developers;Indu... | \n", + "40.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
88877 | \n", + "88282 | \n", + "NaN | \n", + "Yes | \n", + "Once a month or more often | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "United States | \n", + "No | \n", + "Some college/university study without earning ... | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "Developer, back-end;Developer, desktop or ente... | \n", + "38 | \n", + "10 | \n", + "38 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;W... | \n", + "Bash/Shell/PowerShell;C;Go;HTML/CSS;JavaScript... | \n", + "NaN | \n", + "NaN | \n", + "Linux | \n", + "Linux;Raspberry Pi | \n", + "React.js | \n", + "Vue.js | \n", + "Node.js | \n", + "Ansible | \n", + "Vim | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "An irresponsible use of resources | \n", + "No | \n", + "NaN | \n", + "Yes | \n", + "I don't use social media | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions | \n", + "1-2 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "NaN | \n", + "NaN | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Too short | \n", + "Neither easy nor difficult | \n", + "
88878 | \n", + "88377 | \n", + "NaN | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "Canada | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;JavaScript;Other(s): | \n", + "C++;HTML/CSS;JavaScript;SQL;WebAssembly;Other(s): | \n", + "Firebase;SQLite | \n", + "Firebase;MySQL;SQLite | \n", + "Linux | \n", + "Google Cloud Platform;Linux | \n", + "jQuery | \n", + "jQuery;Vue.js | \n", + "Node.js | \n", + "React Native;Unity 3D;Unreal Engine | \n", + "Atom;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "NaN | \n", + "Username | \n", + "I don't remember | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "No, not at all | \n", + "NaN | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
88879 | \n", + "88601 | \n", + "NaN | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88880 | \n", + "88802 | \n", + "NaN | \n", + "No | \n", + "Never | \n", + "NaN | \n", + "Employed full-time | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88881 | \n", + "88816 | \n", + "NaN | \n", + "No | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Independent contractor, freelancer, or self-em... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88882 | \n", + "88863 | \n", + "NaN | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, and not looking for work | \n", + "Spain | \n", + "Yes, full-time | \n", + "Professional degree (JD, MD, etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "NaN | \n", + "8 | \n", + "11 | \n", + "3 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript... | \n", + "C;C++;C#;HTML/CSS;Java;Objective-C;SQL;Swift | \n", + "DynamoDB;MariaDB;Microsoft SQL Server;MySQL | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "iOS;Linux;MacOS;WordPress | \n", + "Android;AWS;Google Cloud Platform;IBM Cloud or... | \n", + "Django;jQuery;React.js | \n", + "Django | \n", + "Unity 3D;Unreal Engine | \n", + "NaN | \n", + "Android Studio;Atom;Eclipse;NetBeans;Notepad++... | \n", + "Linux-based | \n", + "Production | \n", + "NaN | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "NaN | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "18.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "Hispanic or Latino/Latina;White or of European... | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | Column | \n", + "QuestionText | \n", + "
---|---|---|
0 | \n", + "Respondent | \n", + "Randomized respondent ID number (not in order ... | \n", + "
1 | \n", + "MainBranch | \n", + "Which of the following options best describes ... | \n", + "
2 | \n", + "Hobbyist | \n", + "Do you code as a hobby? | \n", + "
3 | \n", + "OpenSourcer | \n", + "How often do you contribute to open source? | \n", + "
4 | \n", + "OpenSource | \n", + "How do you feel about the quality of open sour... | \n", + "
5 | \n", + "Employment | \n", + "Which of the following best describes your cur... | \n", + "
6 | \n", + "Country | \n", + "In which country do you currently reside? | \n", + "
7 | \n", + "Student | \n", + "Are you currently enrolled in a formal, degree... | \n", + "
8 | \n", + "EdLevel | \n", + "Which of the following best describes the high... | \n", + "
9 | \n", + "UndergradMajor | \n", + "What was your main or most important field of ... | \n", + "
10 | \n", + "EduOther | \n", + "Which of the following types of non-degree edu... | \n", + "
11 | \n", + "OrgSize | \n", + "Approximately how many people are employed by ... | \n", + "
12 | \n", + "DevType | \n", + "Which of the following describe you? Please se... | \n", + "
13 | \n", + "YearsCode | \n", + "Including any education, how many years have y... | \n", + "
14 | \n", + "Age1stCode | \n", + "At what age did you write your first line of c... | \n", + "
15 | \n", + "YearsCodePro | \n", + "How many years have you coded professionally (... | \n", + "
16 | \n", + "CareerSat | \n", + "Overall, how satisfied are you with your caree... | \n", + "
17 | \n", + "JobSat | \n", + "How satisfied are you with your current job? (... | \n", + "
18 | \n", + "MgrIdiot | \n", + "How confident are you that your manager knows ... | \n", + "
19 | \n", + "MgrMoney | \n", + "Do you believe that you need to be a manager t... | \n", + "
20 | \n", + "MgrWant | \n", + "Do you want to become a manager yourself in th... | \n", + "
21 | \n", + "JobSeek | \n", + "Which of the following best describes your cur... | \n", + "
22 | \n", + "LastHireDate | \n", + "When was the last time that you took a job wit... | \n", + "
23 | \n", + "LastInt | \n", + "In your most recent successful job interview (... | \n", + "
24 | \n", + "FizzBuzz | \n", + "Have you ever been asked to solve FizzBuzz in ... | \n", + "
25 | \n", + "JobFactors | \n", + "Imagine that you are deciding between two job ... | \n", + "
26 | \n", + "ResumeUpdate | \n", + "Think back to the last time you updated your r... | \n", + "
27 | \n", + "CurrencySymbol | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
28 | \n", + "CurrencyDesc | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
29 | \n", + "CompTotal | \n", + "What is your current total compensation (salar... | \n", + "
30 | \n", + "CompFreq | \n", + "Is that compensation weekly, monthly, or yearly? | \n", + "
31 | \n", + "ConvertedComp | \n", + "Salary converted to annual USD salaries using ... | \n", + "
32 | \n", + "WorkWeekHrs | \n", + "On average, how many hours per week do you work? | \n", + "
33 | \n", + "WorkPlan | \n", + "How structured or planned is your work? | \n", + "
34 | \n", + "WorkChallenge | \n", + "Of these options, what are your greatest chall... | \n", + "
35 | \n", + "WorkRemote | \n", + "How often do you work remotely? | \n", + "
36 | \n", + "WorkLoc | \n", + "Where would you prefer to work? | \n", + "
37 | \n", + "ImpSyn | \n", + "For the specific work you do, and the years of... | \n", + "
38 | \n", + "CodeRev | \n", + "Do you review code as part of your work? | \n", + "
39 | \n", + "CodeRevHrs | \n", + "On average, how many hours per week do you spe... | \n", + "
40 | \n", + "UnitTests | \n", + "Does your company regularly employ unit tests ... | \n", + "
41 | \n", + "PurchaseHow | \n", + "How does your company make decisions about pur... | \n", + "
42 | \n", + "PurchaseWhat | \n", + "What level of influence do you, personally, ha... | \n", + "
43 | \n", + "LanguageWorkedWith | \n", + "Which of the following programming, scripting,... | \n", + "
44 | \n", + "LanguageDesireNextYear | \n", + "Which of the following programming, scripting,... | \n", + "
45 | \n", + "DatabaseWorkedWith | \n", + "Which of the following database environments h... | \n", + "
46 | \n", + "DatabaseDesireNextYear | \n", + "Which of the following database environments h... | \n", + "
47 | \n", + "PlatformWorkedWith | \n", + "Which of the following platforms have you done... | \n", + "
48 | \n", + "PlatformDesireNextYear | \n", + "Which of the following platforms have you done... | \n", + "
49 | \n", + "WebFrameWorkedWith | \n", + "Which of the following web frameworks have you... | \n", + "
50 | \n", + "WebFrameDesireNextYear | \n", + "Which of the following web frameworks have you... | \n", + "
51 | \n", + "MiscTechWorkedWith | \n", + "Which of the following other frameworks, libra... | \n", + "
52 | \n", + "MiscTechDesireNextYear | \n", + "Which of the following other frameworks, libra... | \n", + "
53 | \n", + "DevEnviron | \n", + "Which development environment(s) do you use re... | \n", + "
54 | \n", + "OpSys | \n", + "What is the primary operating system in which ... | \n", + "
55 | \n", + "Containers | \n", + "How do you use containers (Docker, Open Contai... | \n", + "
56 | \n", + "BlockchainOrg | \n", + "How is your organization thinking about or imp... | \n", + "
57 | \n", + "BlockchainIs | \n", + "Blockchain / cryptocurrency technology is prim... | \n", + "
58 | \n", + "BetterLife | \n", + "Do you think people born today will have a bet... | \n", + "
59 | \n", + "ITperson | \n", + "Are you the \"IT support person\" for your family? | \n", + "
60 | \n", + "OffOn | \n", + "Have you tried turning it off and on again? | \n", + "
61 | \n", + "SocialMedia | \n", + "What social media site do you use the most? | \n", + "
62 | \n", + "Extraversion | \n", + "Do you prefer online chat or IRL conversations? | \n", + "
63 | \n", + "ScreenName | \n", + "What do you call it? | \n", + "
64 | \n", + "SOVisit1st | \n", + "To the best of your memory, when did you first... | \n", + "
65 | \n", + "SOVisitFreq | \n", + "How frequently would you say you visit Stack O... | \n", + "
66 | \n", + "SOVisitTo | \n", + "I visit Stack Overflow to... (check all that a... | \n", + "
67 | \n", + "SOFindAnswer | \n", + "On average, how many times a week do you find ... | \n", + "
68 | \n", + "SOTimeSaved | \n", + "Think back to the last time you solved a codin... | \n", + "
69 | \n", + "SOHowMuchTime | \n", + "About how much time did you save? If you're no... | \n", + "
70 | \n", + "SOAccount | \n", + "Do you have a Stack Overflow account? | \n", + "
71 | \n", + "SOPartFreq | \n", + "How frequently would you say you participate i... | \n", + "
72 | \n", + "SOJobs | \n", + "Have you ever used or visited Stack Overflow J... | \n", + "
73 | \n", + "EntTeams | \n", + "Have you ever used Stack Overflow for Enterpri... | \n", + "
74 | \n", + "SOComm | \n", + "Do you consider yourself a member of the Stack... | \n", + "
75 | \n", + "WelcomeChange | \n", + "Compared to last year, how welcome do you feel... | \n", + "
76 | \n", + "SONewContent | \n", + "Would you like to see any of the following on ... | \n", + "
77 | \n", + "Age | \n", + "What is your age (in years)? If you prefer not... | \n", + "
78 | \n", + "Gender | \n", + "Which of the following do you currently identi... | \n", + "
79 | \n", + "Trans | \n", + "Do you identify as transgender? | \n", + "
80 | \n", + "Sexuality | \n", + "Which of the following do you currently identi... | \n", + "
81 | \n", + "Ethnicity | \n", + "Which of the following do you identify as? Ple... | \n", + "
82 | \n", + "Dependents | \n", + "Do you have any dependents (e.g., children, el... | \n", + "
83 | \n", + "SurveyLength | \n", + "How do you feel about the length of the survey... | \n", + "
84 | \n", + "SurveyEase | \n", + "How easy or difficult was this survey to compl... | \n", + "
\n", + " | Respondent | \n", + "MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
1 | \n", + "2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
4 | \n", + "5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | Column | \n", + "QuestionText | \n", + "
---|---|---|
0 | \n", + "Respondent | \n", + "Randomized respondent ID number (not in order ... | \n", + "
1 | \n", + "MainBranch | \n", + "Which of the following options best describes ... | \n", + "
2 | \n", + "Hobbyist | \n", + "Do you code as a hobby? | \n", + "
3 | \n", + "OpenSourcer | \n", + "How often do you contribute to open source? | \n", + "
4 | \n", + "OpenSource | \n", + "How do you feel about the quality of open sour... | \n", + "
5 | \n", + "Employment | \n", + "Which of the following best describes your cur... | \n", + "
6 | \n", + "Country | \n", + "In which country do you currently reside? | \n", + "
7 | \n", + "Student | \n", + "Are you currently enrolled in a formal, degree... | \n", + "
8 | \n", + "EdLevel | \n", + "Which of the following best describes the high... | \n", + "
9 | \n", + "UndergradMajor | \n", + "What was your main or most important field of ... | \n", + "
10 | \n", + "EduOther | \n", + "Which of the following types of non-degree edu... | \n", + "
11 | \n", + "OrgSize | \n", + "Approximately how many people are employed by ... | \n", + "
12 | \n", + "DevType | \n", + "Which of the following describe you? Please se... | \n", + "
13 | \n", + "YearsCode | \n", + "Including any education, how many years have y... | \n", + "
14 | \n", + "Age1stCode | \n", + "At what age did you write your first line of c... | \n", + "
15 | \n", + "YearsCodePro | \n", + "How many years have you coded professionally (... | \n", + "
16 | \n", + "CareerSat | \n", + "Overall, how satisfied are you with your caree... | \n", + "
17 | \n", + "JobSat | \n", + "How satisfied are you with your current job? (... | \n", + "
18 | \n", + "MgrIdiot | \n", + "How confident are you that your manager knows ... | \n", + "
19 | \n", + "MgrMoney | \n", + "Do you believe that you need to be a manager t... | \n", + "
20 | \n", + "MgrWant | \n", + "Do you want to become a manager yourself in th... | \n", + "
21 | \n", + "JobSeek | \n", + "Which of the following best describes your cur... | \n", + "
22 | \n", + "LastHireDate | \n", + "When was the last time that you took a job wit... | \n", + "
23 | \n", + "LastInt | \n", + "In your most recent successful job interview (... | \n", + "
24 | \n", + "FizzBuzz | \n", + "Have you ever been asked to solve FizzBuzz in ... | \n", + "
25 | \n", + "JobFactors | \n", + "Imagine that you are deciding between two job ... | \n", + "
26 | \n", + "ResumeUpdate | \n", + "Think back to the last time you updated your r... | \n", + "
27 | \n", + "CurrencySymbol | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
28 | \n", + "CurrencyDesc | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
29 | \n", + "CompTotal | \n", + "What is your current total compensation (salar... | \n", + "
30 | \n", + "CompFreq | \n", + "Is that compensation weekly, monthly, or yearly? | \n", + "
31 | \n", + "ConvertedComp | \n", + "Salary converted to annual USD salaries using ... | \n", + "
32 | \n", + "WorkWeekHrs | \n", + "On average, how many hours per week do you work? | \n", + "
33 | \n", + "WorkPlan | \n", + "How structured or planned is your work? | \n", + "
34 | \n", + "WorkChallenge | \n", + "Of these options, what are your greatest chall... | \n", + "
35 | \n", + "WorkRemote | \n", + "How often do you work remotely? | \n", + "
36 | \n", + "WorkLoc | \n", + "Where would you prefer to work? | \n", + "
37 | \n", + "ImpSyn | \n", + "For the specific work you do, and the years of... | \n", + "
38 | \n", + "CodeRev | \n", + "Do you review code as part of your work? | \n", + "
39 | \n", + "CodeRevHrs | \n", + "On average, how many hours per week do you spe... | \n", + "
40 | \n", + "UnitTests | \n", + "Does your company regularly employ unit tests ... | \n", + "
41 | \n", + "PurchaseHow | \n", + "How does your company make decisions about pur... | \n", + "
42 | \n", + "PurchaseWhat | \n", + "What level of influence do you, personally, ha... | \n", + "
43 | \n", + "LanguageWorkedWith | \n", + "Which of the following programming, scripting,... | \n", + "
44 | \n", + "LanguageDesireNextYear | \n", + "Which of the following programming, scripting,... | \n", + "
45 | \n", + "DatabaseWorkedWith | \n", + "Which of the following database environments h... | \n", + "
46 | \n", + "DatabaseDesireNextYear | \n", + "Which of the following database environments h... | \n", + "
47 | \n", + "PlatformWorkedWith | \n", + "Which of the following platforms have you done... | \n", + "
48 | \n", + "PlatformDesireNextYear | \n", + "Which of the following platforms have you done... | \n", + "
49 | \n", + "WebFrameWorkedWith | \n", + "Which of the following web frameworks have you... | \n", + "
50 | \n", + "WebFrameDesireNextYear | \n", + "Which of the following web frameworks have you... | \n", + "
51 | \n", + "MiscTechWorkedWith | \n", + "Which of the following other frameworks, libra... | \n", + "
52 | \n", + "MiscTechDesireNextYear | \n", + "Which of the following other frameworks, libra... | \n", + "
53 | \n", + "DevEnviron | \n", + "Which development environment(s) do you use re... | \n", + "
54 | \n", + "OpSys | \n", + "What is the primary operating system in which ... | \n", + "
55 | \n", + "Containers | \n", + "How do you use containers (Docker, Open Contai... | \n", + "
56 | \n", + "BlockchainOrg | \n", + "How is your organization thinking about or imp... | \n", + "
57 | \n", + "BlockchainIs | \n", + "Blockchain / cryptocurrency technology is prim... | \n", + "
58 | \n", + "BetterLife | \n", + "Do you think people born today will have a bet... | \n", + "
59 | \n", + "ITperson | \n", + "Are you the \"IT support person\" for your family? | \n", + "
60 | \n", + "OffOn | \n", + "Have you tried turning it off and on again? | \n", + "
61 | \n", + "SocialMedia | \n", + "What social media site do you use the most? | \n", + "
62 | \n", + "Extraversion | \n", + "Do you prefer online chat or IRL conversations? | \n", + "
63 | \n", + "ScreenName | \n", + "What do you call it? | \n", + "
64 | \n", + "SOVisit1st | \n", + "To the best of your memory, when did you first... | \n", + "
65 | \n", + "SOVisitFreq | \n", + "How frequently would you say you visit Stack O... | \n", + "
66 | \n", + "SOVisitTo | \n", + "I visit Stack Overflow to... (check all that a... | \n", + "
67 | \n", + "SOFindAnswer | \n", + "On average, how many times a week do you find ... | \n", + "
68 | \n", + "SOTimeSaved | \n", + "Think back to the last time you solved a codin... | \n", + "
69 | \n", + "SOHowMuchTime | \n", + "About how much time did you save? If you're no... | \n", + "
70 | \n", + "SOAccount | \n", + "Do you have a Stack Overflow account? | \n", + "
71 | \n", + "SOPartFreq | \n", + "How frequently would you say you participate i... | \n", + "
72 | \n", + "SOJobs | \n", + "Have you ever used or visited Stack Overflow J... | \n", + "
73 | \n", + "EntTeams | \n", + "Have you ever used Stack Overflow for Enterpri... | \n", + "
74 | \n", + "SOComm | \n", + "Do you consider yourself a member of the Stack... | \n", + "
75 | \n", + "WelcomeChange | \n", + "Compared to last year, how welcome do you feel... | \n", + "
76 | \n", + "SONewContent | \n", + "Would you like to see any of the following on ... | \n", + "
77 | \n", + "Age | \n", + "What is your age (in years)? If you prefer not... | \n", + "
78 | \n", + "Gender | \n", + "Which of the following do you currently identi... | \n", + "
79 | \n", + "Trans | \n", + "Do you identify as transgender? | \n", + "
80 | \n", + "Sexuality | \n", + "Which of the following do you currently identi... | \n", + "
81 | \n", + "Ethnicity | \n", + "Which of the following do you identify as? Ple... | \n", + "
82 | \n", + "Dependents | \n", + "Do you have any dependents (e.g., children, el... | \n", + "
83 | \n", + "SurveyLength | \n", + "How do you feel about the length of the survey... | \n", + "
84 | \n", + "SurveyEase | \n", + "How easy or difficult was this survey to compl... | \n", + "
\n", + " | Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "
---|---|---|---|---|
0 | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "
1 | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "
2 | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
\n", + " | last | \n", + "|
---|---|---|
0 | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
\n", + " | last | \n", + "|
---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Doe | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | QuestionText | \n", + "
---|---|
Column | \n", + "\n", + " |
Respondent | \n", + "Randomized respondent ID number (not in order ... | \n", + "
MainBranch | \n", + "Which of the following options best describes ... | \n", + "
Hobbyist | \n", + "Do you code as a hobby? | \n", + "
OpenSourcer | \n", + "How often do you contribute to open source? | \n", + "
OpenSource | \n", + "How do you feel about the quality of open sour... | \n", + "
Employment | \n", + "Which of the following best describes your cur... | \n", + "
Country | \n", + "In which country do you currently reside? | \n", + "
Student | \n", + "Are you currently enrolled in a formal, degree... | \n", + "
EdLevel | \n", + "Which of the following best describes the high... | \n", + "
UndergradMajor | \n", + "What was your main or most important field of ... | \n", + "
EduOther | \n", + "Which of the following types of non-degree edu... | \n", + "
OrgSize | \n", + "Approximately how many people are employed by ... | \n", + "
DevType | \n", + "Which of the following describe you? Please se... | \n", + "
YearsCode | \n", + "Including any education, how many years have y... | \n", + "
Age1stCode | \n", + "At what age did you write your first line of c... | \n", + "
YearsCodePro | \n", + "How many years have you coded professionally (... | \n", + "
CareerSat | \n", + "Overall, how satisfied are you with your caree... | \n", + "
JobSat | \n", + "How satisfied are you with your current job? (... | \n", + "
MgrIdiot | \n", + "How confident are you that your manager knows ... | \n", + "
MgrMoney | \n", + "Do you believe that you need to be a manager t... | \n", + "
MgrWant | \n", + "Do you want to become a manager yourself in th... | \n", + "
JobSeek | \n", + "Which of the following best describes your cur... | \n", + "
LastHireDate | \n", + "When was the last time that you took a job wit... | \n", + "
LastInt | \n", + "In your most recent successful job interview (... | \n", + "
FizzBuzz | \n", + "Have you ever been asked to solve FizzBuzz in ... | \n", + "
JobFactors | \n", + "Imagine that you are deciding between two job ... | \n", + "
ResumeUpdate | \n", + "Think back to the last time you updated your r... | \n", + "
CurrencySymbol | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
CurrencyDesc | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
CompTotal | \n", + "What is your current total compensation (salar... | \n", + "
CompFreq | \n", + "Is that compensation weekly, monthly, or yearly? | \n", + "
ConvertedComp | \n", + "Salary converted to annual USD salaries using ... | \n", + "
WorkWeekHrs | \n", + "On average, how many hours per week do you work? | \n", + "
WorkPlan | \n", + "How structured or planned is your work? | \n", + "
WorkChallenge | \n", + "Of these options, what are your greatest chall... | \n", + "
WorkRemote | \n", + "How often do you work remotely? | \n", + "
WorkLoc | \n", + "Where would you prefer to work? | \n", + "
ImpSyn | \n", + "For the specific work you do, and the years of... | \n", + "
CodeRev | \n", + "Do you review code as part of your work? | \n", + "
CodeRevHrs | \n", + "On average, how many hours per week do you spe... | \n", + "
UnitTests | \n", + "Does your company regularly employ unit tests ... | \n", + "
PurchaseHow | \n", + "How does your company make decisions about pur... | \n", + "
PurchaseWhat | \n", + "What level of influence do you, personally, ha... | \n", + "
LanguageWorkedWith | \n", + "Which of the following programming, scripting,... | \n", + "
LanguageDesireNextYear | \n", + "Which of the following programming, scripting,... | \n", + "
DatabaseWorkedWith | \n", + "Which of the following database environments h... | \n", + "
DatabaseDesireNextYear | \n", + "Which of the following database environments h... | \n", + "
PlatformWorkedWith | \n", + "Which of the following platforms have you done... | \n", + "
PlatformDesireNextYear | \n", + "Which of the following platforms have you done... | \n", + "
WebFrameWorkedWith | \n", + "Which of the following web frameworks have you... | \n", + "
WebFrameDesireNextYear | \n", + "Which of the following web frameworks have you... | \n", + "
MiscTechWorkedWith | \n", + "Which of the following other frameworks, libra... | \n", + "
MiscTechDesireNextYear | \n", + "Which of the following other frameworks, libra... | \n", + "
DevEnviron | \n", + "Which development environment(s) do you use re... | \n", + "
OpSys | \n", + "What is the primary operating system in which ... | \n", + "
Containers | \n", + "How do you use containers (Docker, Open Contai... | \n", + "
BlockchainOrg | \n", + "How is your organization thinking about or imp... | \n", + "
BlockchainIs | \n", + "Blockchain / cryptocurrency technology is prim... | \n", + "
BetterLife | \n", + "Do you think people born today will have a bet... | \n", + "
ITperson | \n", + "Are you the \"IT support person\" for your family? | \n", + "
OffOn | \n", + "Have you tried turning it off and on again? | \n", + "
SocialMedia | \n", + "What social media site do you use the most? | \n", + "
Extraversion | \n", + "Do you prefer online chat or IRL conversations? | \n", + "
ScreenName | \n", + "What do you call it? | \n", + "
SOVisit1st | \n", + "To the best of your memory, when did you first... | \n", + "
SOVisitFreq | \n", + "How frequently would you say you visit Stack O... | \n", + "
SOVisitTo | \n", + "I visit Stack Overflow to... (check all that a... | \n", + "
SOFindAnswer | \n", + "On average, how many times a week do you find ... | \n", + "
SOTimeSaved | \n", + "Think back to the last time you solved a codin... | \n", + "
SOHowMuchTime | \n", + "About how much time did you save? If you're no... | \n", + "
SOAccount | \n", + "Do you have a Stack Overflow account? | \n", + "
SOPartFreq | \n", + "How frequently would you say you participate i... | \n", + "
SOJobs | \n", + "Have you ever used or visited Stack Overflow J... | \n", + "
EntTeams | \n", + "Have you ever used Stack Overflow for Enterpri... | \n", + "
SOComm | \n", + "Do you consider yourself a member of the Stack... | \n", + "
WelcomeChange | \n", + "Compared to last year, how welcome do you feel... | \n", + "
SONewContent | \n", + "Would you like to see any of the following on ... | \n", + "
Age | \n", + "What is your age (in years)? If you prefer not... | \n", + "
Gender | \n", + "Which of the following do you currently identi... | \n", + "
Trans | \n", + "Do you identify as transgender? | \n", + "
Sexuality | \n", + "Which of the following do you currently identi... | \n", + "
Ethnicity | \n", + "Which of the following do you identify as? Ple... | \n", + "
Dependents | \n", + "Do you have any dependents (e.g., children, el... | \n", + "
SurveyLength | \n", + "How do you feel about the length of the survey... | \n", + "
SurveyEase | \n", + "How easy or difficult was this survey to compl... | \n", + "
\n", + " | QuestionText | \n", + "
---|---|
Column | \n", + "\n", + " |
Age | \n", + "What is your age (in years)? If you prefer not... | \n", + "
Age1stCode | \n", + "At what age did you write your first line of c... | \n", + "
BetterLife | \n", + "Do you think people born today will have a bet... | \n", + "
BlockchainIs | \n", + "Blockchain / cryptocurrency technology is prim... | \n", + "
BlockchainOrg | \n", + "How is your organization thinking about or imp... | \n", + "
CareerSat | \n", + "Overall, how satisfied are you with your caree... | \n", + "
CodeRev | \n", + "Do you review code as part of your work? | \n", + "
CodeRevHrs | \n", + "On average, how many hours per week do you spe... | \n", + "
CompFreq | \n", + "Is that compensation weekly, monthly, or yearly? | \n", + "
CompTotal | \n", + "What is your current total compensation (salar... | \n", + "
Containers | \n", + "How do you use containers (Docker, Open Contai... | \n", + "
ConvertedComp | \n", + "Salary converted to annual USD salaries using ... | \n", + "
Country | \n", + "In which country do you currently reside? | \n", + "
CurrencyDesc | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
CurrencySymbol | \n", + "Which currency do you use day-to-day? If your ... | \n", + "
DatabaseDesireNextYear | \n", + "Which of the following database environments h... | \n", + "
DatabaseWorkedWith | \n", + "Which of the following database environments h... | \n", + "
Dependents | \n", + "Do you have any dependents (e.g., children, el... | \n", + "
DevEnviron | \n", + "Which development environment(s) do you use re... | \n", + "
DevType | \n", + "Which of the following describe you? Please se... | \n", + "
EdLevel | \n", + "Which of the following best describes the high... | \n", + "
EduOther | \n", + "Which of the following types of non-degree edu... | \n", + "
Employment | \n", + "Which of the following best describes your cur... | \n", + "
EntTeams | \n", + "Have you ever used Stack Overflow for Enterpri... | \n", + "
Ethnicity | \n", + "Which of the following do you identify as? Ple... | \n", + "
Extraversion | \n", + "Do you prefer online chat or IRL conversations? | \n", + "
FizzBuzz | \n", + "Have you ever been asked to solve FizzBuzz in ... | \n", + "
Gender | \n", + "Which of the following do you currently identi... | \n", + "
Hobbyist | \n", + "Do you code as a hobby? | \n", + "
ITperson | \n", + "Are you the \"IT support person\" for your family? | \n", + "
ImpSyn | \n", + "For the specific work you do, and the years of... | \n", + "
JobFactors | \n", + "Imagine that you are deciding between two job ... | \n", + "
JobSat | \n", + "How satisfied are you with your current job? (... | \n", + "
JobSeek | \n", + "Which of the following best describes your cur... | \n", + "
LanguageDesireNextYear | \n", + "Which of the following programming, scripting,... | \n", + "
LanguageWorkedWith | \n", + "Which of the following programming, scripting,... | \n", + "
LastHireDate | \n", + "When was the last time that you took a job wit... | \n", + "
LastInt | \n", + "In your most recent successful job interview (... | \n", + "
MainBranch | \n", + "Which of the following options best describes ... | \n", + "
MgrIdiot | \n", + "How confident are you that your manager knows ... | \n", + "
MgrMoney | \n", + "Do you believe that you need to be a manager t... | \n", + "
MgrWant | \n", + "Do you want to become a manager yourself in th... | \n", + "
MiscTechDesireNextYear | \n", + "Which of the following other frameworks, libra... | \n", + "
MiscTechWorkedWith | \n", + "Which of the following other frameworks, libra... | \n", + "
OffOn | \n", + "Have you tried turning it off and on again? | \n", + "
OpSys | \n", + "What is the primary operating system in which ... | \n", + "
OpenSource | \n", + "How do you feel about the quality of open sour... | \n", + "
OpenSourcer | \n", + "How often do you contribute to open source? | \n", + "
OrgSize | \n", + "Approximately how many people are employed by ... | \n", + "
PlatformDesireNextYear | \n", + "Which of the following platforms have you done... | \n", + "
PlatformWorkedWith | \n", + "Which of the following platforms have you done... | \n", + "
PurchaseHow | \n", + "How does your company make decisions about pur... | \n", + "
PurchaseWhat | \n", + "What level of influence do you, personally, ha... | \n", + "
Respondent | \n", + "Randomized respondent ID number (not in order ... | \n", + "
ResumeUpdate | \n", + "Think back to the last time you updated your r... | \n", + "
SOAccount | \n", + "Do you have a Stack Overflow account? | \n", + "
SOComm | \n", + "Do you consider yourself a member of the Stack... | \n", + "
SOFindAnswer | \n", + "On average, how many times a week do you find ... | \n", + "
SOHowMuchTime | \n", + "About how much time did you save? If you're no... | \n", + "
SOJobs | \n", + "Have you ever used or visited Stack Overflow J... | \n", + "
SONewContent | \n", + "Would you like to see any of the following on ... | \n", + "
SOPartFreq | \n", + "How frequently would you say you participate i... | \n", + "
SOTimeSaved | \n", + "Think back to the last time you solved a codin... | \n", + "
SOVisit1st | \n", + "To the best of your memory, when did you first... | \n", + "
SOVisitFreq | \n", + "How frequently would you say you visit Stack O... | \n", + "
SOVisitTo | \n", + "I visit Stack Overflow to... (check all that a... | \n", + "
ScreenName | \n", + "What do you call it? | \n", + "
Sexuality | \n", + "Which of the following do you currently identi... | \n", + "
SocialMedia | \n", + "What social media site do you use the most? | \n", + "
Student | \n", + "Are you currently enrolled in a formal, degree... | \n", + "
SurveyEase | \n", + "How easy or difficult was this survey to compl... | \n", + "
SurveyLength | \n", + "How do you feel about the length of the survey... | \n", + "
Trans | \n", + "Do you identify as transgender? | \n", + "
UndergradMajor | \n", + "What was your main or most important field of ... | \n", + "
UnitTests | \n", + "Does your company regularly employ unit tests ... | \n", + "
WebFrameDesireNextYear | \n", + "Which of the following web frameworks have you... | \n", + "
WebFrameWorkedWith | \n", + "Which of the following web frameworks have you... | \n", + "
WelcomeChange | \n", + "Compared to last year, how welcome do you feel... | \n", + "
WorkChallenge | \n", + "Of these options, what are your greatest chall... | \n", + "
WorkLoc | \n", + "Where would you prefer to work? | \n", + "
WorkPlan | \n", + "How structured or planned is your work? | \n", + "
WorkRemote | \n", + "How often do you work remotely? | \n", + "
WorkWeekHrs | \n", + "On average, how many hours per week do you work? | \n", + "
YearsCode | \n", + "Including any education, how many years have y... | \n", + "
YearsCodePro | \n", + "How many years have you coded professionally (... | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "
---|---|---|
\n", + " | \n", + " | |
CoreyMSchafer@gmail.com | \n", + "Corey | \n", + "Schafer | \n", + "
JaneDoe@email.com | \n", + "Jane | \n", + "Doe | \n", + "
JohnDoe@email.com | \n", + "John | \n", + "Doe | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey | \n", + "Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Jane | \n", + "Doe | \n", + "
2 | \n", + "JohnDoe@email.com | \n", + "John | \n", + "Doe | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
8 | \n", + "I code primarily as a hobby | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "NaN | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "Developer, back-end;Engineer, site reliability | \n", + "8 | \n", + "16 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", + "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", + "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", + "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", + "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", + "Express;Flask;React.js;Spring | \n", + "Django;Express;Flask;React.js;Vue.js | \n", + "Hadoop;Node.js;Pandas | \n", + "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", + "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2012 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "A lot more welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "NaN | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
84539 | \n", + "NaN | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United Kingdom | \n", + "Yes, full-time | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "1,000 to 4,999 employees | \n", + "Academic researcher;Data scientist or machine ... | \n", + "8 | \n", + "16 | \n", + "6 | \n", + "NaN | \n", + "NaN | \n", + "Somewhat confident | \n", + "No | \n", + "Not sure | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;Go;HTML/CSS;JavaScript;P... | \n", + "PostgreSQL | \n", + "NaN | \n", + "Android;Arduino;Linux;Raspberry Pi | \n", + "Android;Arduino;Linux | \n", + "Express;Vue.js | \n", + "Express;Vue.js | \n", + "Node.js;TensorFlow | \n", + "Node.js;TensorFlow | \n", + "Android Studio;Atom;Eclipse;Vim | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "NaN | \n", + "Online | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "1-2 times per week | \n", + "Stack Overflow was slightly faster | \n", + "0-10 minutes | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Courses on technologies you're interested in | \n", + "23.0 | \n", + "Woman | \n", + "Yes | \n", + "Bisexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
85738 | \n", + "NaN | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "Brazil | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "10 | \n", + "5 | \n", + "3 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C++;Python;Ruby;Other(s): | \n", + "Assembly;Bash/Shell/PowerShell;C++;Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Linux | \n", + "Linux | \n", + "NaN | \n", + "NaN | \n", + "TensorFlow;Torch/PyTorch | \n", + "NaN | \n", + "Vim | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "No | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Industry news about technologies you're intere... | \n", + "15.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "Hispanic or Latino/Latina;White or of European... | \n", + "No | \n", + "Too short | \n", + "Easy | \n", + "|
86566 | \n", + "NaN | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Retired | \n", + "Switzerland | \n", + "No | \n", + "Some college/university study without earning ... | \n", + "A humanities discipline (ex. literature, histo... | \n", + "Taken a part-time in-person course in programm... | \n", + "NaN | \n", + "NaN | \n", + "More than 50 years | \n", + "17 | \n", + "22 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;HTML/CSS;Python;Other(s): | \n", + "Bash/Shell/PowerShell;HTML/CSS;JavaScript;Pyth... | \n", + "NaN | \n", + "NaN | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Emacs | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Contribute ... | \n", + "Less than once per week | \n", + "Stack Overflow was much faster | \n", + "60+ minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Cour... | \n", + "74.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
87739 | \n", + "NaN | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed part-time | \n", + "Czech Republic | \n", + "Yes, full-time | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "500 to 999 employees | \n", + "Academic researcher;Designer;Developer, game o... | \n", + "9 | \n", + "16 | \n", + "3 | \n", + "NaN | \n", + "NaN | \n", + "Somewhat confident | \n", + "No | \n", + "Not sure | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C;C++;HTML/CSS;JavaScript;PHP;Python;SQL | \n", + "C++;HTML/CSS;PHP;Python | \n", + "MySQL | \n", + "MySQL | \n", + "Android;Linux;WordPress | \n", + "Android;Linux | \n", + "jQuery | \n", + "jQuery | \n", + "TensorFlow | \n", + "NaN | \n", + "Vim | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "A passing fad | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Login | \n", + "2009 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "NaN | \n", + "25.0 | \n", + "NaN | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
88212 | \n", + "NaN | \n", + "No | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Spain | \n", + "No | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "10 to 19 employees | \n", + "Designer;Developer, front-end;Developer, full-... | \n", + "18 | \n", + "7 | \n", + "15 | \n", + "NaN | \n", + "NaN | \n", + "Somewhat confident | \n", + "Yes | \n", + "I am already a manager | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;JavaScript;Python | \n", + "JavaScript | \n", + "MySQL;PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "Arduino | \n", + "Django;React.js | \n", + "Django;React.js | \n", + "NaN | \n", + "NaN | \n", + "Atom;Visual Studio Code | \n", + "MacOS | \n", + "I do not use containers | \n", + "Non-currency applications of blockchain | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "SIGH | \n", + "No | \n", + "In real life (in person) | \n", + "Username | \n", + "2008 | \n", + "A few times per week | \n", + "Find answers to specific questions | \n", + "6-10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "0-10 minutes | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "No, not at all | \n", + "NaN | \n", + "Tech articles written by other developers;Indu... | \n", + "40.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
36443 rows × 84 columns
\n", + "\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "SalaryUSD | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "True | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "False | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "True | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "False | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "True | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
88377 | \n", + "NaN | \n", + "True | \n", + "Less than once a month but more than once per ... | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "Canada | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;JavaScript;Other(s): | \n", + "C++;HTML/CSS;JavaScript;SQL;WebAssembly;Other(s): | \n", + "Firebase;SQLite | \n", + "Firebase;MySQL;SQLite | \n", + "Linux | \n", + "Google Cloud Platform;Linux | \n", + "jQuery | \n", + "jQuery;Vue.js | \n", + "Node.js | \n", + "React Native;Unity 3D;Unreal Engine | \n", + "Atom;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "NaN | \n", + "Username | \n", + "I don't remember | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "No, not at all | \n", + "NaN | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
88601 | \n", + "NaN | \n", + "False | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88802 | \n", + "NaN | \n", + "False | \n", + "Never | \n", + "NaN | \n", + "Employed full-time | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88816 | \n", + "NaN | \n", + "False | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Independent contractor, freelancer, or self-em... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
88863 | \n", + "NaN | \n", + "True | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, and not looking for work | \n", + "Spain | \n", + "Yes, full-time | \n", + "Professional degree (JD, MD, etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "NaN | \n", + "8 | \n", + "11 | \n", + "3 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;HTML/CSS;Java;JavaScript... | \n", + "C;C++;C#;HTML/CSS;Java;Objective-C;SQL;Swift | \n", + "DynamoDB;MariaDB;Microsoft SQL Server;MySQL | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "iOS;Linux;MacOS;WordPress | \n", + "Android;AWS;Google Cloud Platform;IBM Cloud or... | \n", + "Django;jQuery;React.js | \n", + "Django | \n", + "Unity 3D;Unreal Engine | \n", + "NaN | \n", + "Android Studio;Atom;Eclipse;NetBeans;Notepad++... | \n", + "Linux-based | \n", + "Production | \n", + "NaN | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "NaN | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "18.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "Hispanic or Latino/Latina;White or of European... | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
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2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
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0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
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2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
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0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
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2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
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2 | \n", + "John | \n", + "Smith | \n", + "JohnDoe@email.com | \n", + "
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2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
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2 | \n", + "John | \n", + "Smith | \n", + "johndoe@email.com | \n", + "
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2 | \n", + "John | \n", + "Smith | \n", + "JOHNDOE@EMAIL.COM | \n", + "
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2 | \n", + "John | \n", + "Smith | \n", + "johndoe@email.com | \n", + "
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---|---|---|---|
0 | \n", + "5 | \n", + "7 | \n", + "23 | \n", + "
1 | \n", + "4 | \n", + "3 | \n", + "17 | \n", + "
2 | \n", + "4 | \n", + "5 | \n", + "17 | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "corey | \n", + "schafer | \n", + "coreymschafer@gmail.com | \n", + "
1 | \n", + "jane | \n", + "doe | \n", + "janedoe@email.com | \n", + "
2 | \n", + "john | \n", + "smith | \n", + "johndoe@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Chris | \n", + "Schafer | \n", + "coreymschafer@gmail.com | \n", + "
1 | \n", + "Mary | \n", + "Doe | \n", + "janedoe@email.com | \n", + "
2 | \n", + "John | \n", + "Smith | \n", + "johndoe@email.com | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "full_name | \n", + "|
---|---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "Jane Doe | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "John Doe | \n", + "
\n", + " | full_name | \n", + "|
---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Jane Doe | \n", + "
2 | \n", + "JohnDoe@email.com | \n", + "John Doe | \n", + "
\n", + " | 0 | \n", + "1 | \n", + "
---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "
\n", + " | full_name | \n", + "first | \n", + "last | \n", + "|
---|---|---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "Corey | \n", + "Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Jane Doe | \n", + "Jane | \n", + "Doe | \n", + "
2 | \n", + "JohnDoe@email.com | \n", + "John Doe | \n", + "John | \n", + "Doe | \n", + "
\n", + " | full_name | \n", + "first | \n", + "last | \n", + "|
---|---|---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "Corey | \n", + "Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Jane Doe | \n", + "Jane | \n", + "Doe | \n", + "
2 | \n", + "JohnDoe@email.com | \n", + "John Doe | \n", + "John | \n", + "Doe | \n", + "
3 | \n", + "NaN | \n", + "NaN | \n", + "Tony | \n", + "NaN | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Tony | \n", + "Stark | \n", + "IronMan@avenge.com | \n", + "
1 | \n", + "Steve | \n", + "Rogers | \n", + "Cap@avenge.com | \n", + "
\n", + " | full_name | \n", + "first | \n", + "last | \n", + "|
---|---|---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "Corey | \n", + "Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Jane Doe | \n", + "Jane | \n", + "Doe | \n", + "
2 | \n", + "JohnDoe@email.com | \n", + "John Doe | \n", + "John | \n", + "Doe | \n", + "
3 | \n", + "IronMan@avenge.com | \n", + "NaN | \n", + "Tony | \n", + "Stark | \n", + "
4 | \n", + "Cap@avenge.com | \n", + "NaN | \n", + "Steve | \n", + "Rogers | \n", + "
\n", + " | full_name | \n", + "first | \n", + "last | \n", + "|
---|---|---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "Corey | \n", + "Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Jane Doe | \n", + "Jane | \n", + "Doe | \n", + "
2 | \n", + "JohnDoe@email.com | \n", + "John Doe | \n", + "John | \n", + "Doe | \n", + "
3 | \n", + "IronMan@avenge.com | \n", + "NaN | \n", + "Tony | \n", + "Stark | \n", + "
4 | \n", + "Cap@avenge.com | \n", + "NaN | \n", + "Steve | \n", + "Rogers | \n", + "
\n", + " | full_name | \n", + "first | \n", + "last | \n", + "|
---|---|---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "Corey | \n", + "Schafer | \n", + "
1 | \n", + "JaneDoe@email.com | \n", + "Jane Doe | \n", + "Jane | \n", + "Doe | \n", + "
2 | \n", + "JohnDoe@email.com | \n", + "John Doe | \n", + "John | \n", + "Doe | \n", + "
3 | \n", + "IronMan@avenge.com | \n", + "NaN | \n", + "Tony | \n", + "Stark | \n", + "
\n", + " | full_name | \n", + "first | \n", + "last | \n", + "|
---|---|---|---|---|
0 | \n", + "CoreyMSchafer@gmail.com | \n", + "Corey Schafer | \n", + "Corey | \n", + "Schafer | \n", + "
3 | \n", + "IronMan@avenge.com | \n", + "NaN | \n", + "Tony | \n", + "Stark | \n", + "
4 | \n", + "Cap@avenge.com | \n", + "NaN | \n", + "Steve | \n", + "Rogers | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | Country | \n", + "ConvertedComp | \n", + "
---|---|---|
Respondent | \n", + "\n", + " | \n", + " |
63129 | \n", + "Afghanistan | \n", + "1000000.0 | \n", + "
50499 | \n", + "Afghanistan | \n", + "153216.0 | \n", + "
39258 | \n", + "Afghanistan | \n", + "19152.0 | \n", + "
58450 | \n", + "Afghanistan | \n", + "17556.0 | \n", + "
7085 | \n", + "Afghanistan | \n", + "14364.0 | \n", + "
22450 | \n", + "Afghanistan | \n", + "7980.0 | \n", + "
48436 | \n", + "Afghanistan | \n", + "4464.0 | \n", + "
10746 | \n", + "Afghanistan | \n", + "3996.0 | \n", + "
8149 | \n", + "Afghanistan | \n", + "1596.0 | \n", + "
29736 | \n", + "Afghanistan | \n", + "1116.0 | \n", + "
28638 | \n", + "Afghanistan | \n", + "0.0 | \n", + "
722 | \n", + "Afghanistan | \n", + "0.0 | \n", + "
85715 | \n", + "Afghanistan | \n", + "NaN | \n", + "
50767 | \n", + "Afghanistan | \n", + "NaN | \n", + "
2782 | \n", + "Afghanistan | \n", + "NaN | \n", + "
63019 | \n", + "Afghanistan | \n", + "NaN | \n", + "
6417 | \n", + "Afghanistan | \n", + "NaN | \n", + "
40000 | \n", + "Afghanistan | \n", + "NaN | \n", + "
88731 | \n", + "Afghanistan | \n", + "NaN | \n", + "
62525 | \n", + "Afghanistan | \n", + "NaN | \n", + "
49702 | \n", + "Afghanistan | \n", + "NaN | \n", + "
33178 | \n", + "Afghanistan | \n", + "NaN | \n", + "
60946 | \n", + "Afghanistan | \n", + "NaN | \n", + "
86362 | \n", + "Afghanistan | \n", + "NaN | \n", + "
88582 | \n", + "Afghanistan | \n", + "NaN | \n", + "
26340 | \n", + "Afghanistan | \n", + "NaN | \n", + "
86932 | \n", + "Afghanistan | \n", + "NaN | \n", + "
85825 | \n", + "Afghanistan | \n", + "NaN | \n", + "
7353 | \n", + "Afghanistan | \n", + "NaN | \n", + "
87091 | \n", + "Afghanistan | \n", + "NaN | \n", + "
58760 | \n", + "Afghanistan | \n", + "NaN | \n", + "
74386 | \n", + "Afghanistan | \n", + "NaN | \n", + "
29045 | \n", + "Afghanistan | \n", + "NaN | \n", + "
51859 | \n", + "Afghanistan | \n", + "NaN | \n", + "
45854 | \n", + "Afghanistan | \n", + "NaN | \n", + "
47110 | \n", + "Afghanistan | \n", + "NaN | \n", + "
44403 | \n", + "Afghanistan | \n", + "NaN | \n", + "
80926 | \n", + "Afghanistan | \n", + "NaN | \n", + "
59560 | \n", + "Afghanistan | \n", + "NaN | \n", + "
60569 | \n", + "Afghanistan | \n", + "NaN | \n", + "
37802 | \n", + "Afghanistan | \n", + "NaN | \n", + "
43106 | \n", + "Afghanistan | \n", + "NaN | \n", + "
12310 | \n", + "Afghanistan | \n", + "NaN | \n", + "
62168 | \n", + "Afghanistan | \n", + "NaN | \n", + "
38308 | \n", + "Albania | \n", + "187668.0 | \n", + "
3787 | \n", + "Albania | \n", + "114550.0 | \n", + "
9270 | \n", + "Albania | \n", + "74474.0 | \n", + "
6716 | \n", + "Albania | \n", + "60000.0 | \n", + "
10303 | \n", + "Albania | \n", + "57300.0 | \n", + "
66280 | \n", + "Albania | \n", + "41244.0 | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
28638 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Independent contractor, freelancer, or self-em... | \n", + "Afghanistan | \n", + "NaN | \n", + "Other doctoral degree (Ph.D, Ed.D., etc.) | \n", + "I never declared a major | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "36 | \n", + "13 | \n", + "16 | \n", + "Very dissatisfied | \n", + "Very dissatisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am not interested in new job opportunities | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "AFN | \n", + "Afghan afghani | \n", + "3.0 | \n", + "Monthly | \n", + "0.0 | \n", + "2.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C++;Java;Objective-C;O... | \n", + "Bash/Shell/PowerShell;C;C++;Java;Objective-C;O... | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Android;iOS;Linux;MacOS | \n", + "Android;iOS;Linux | \n", + "jQuery | \n", + "NaN | \n", + "TensorFlow;Unity 3D | \n", + "Hadoop;TensorFlow;Unity 3D | \n", + "Emacs | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Yes | \n", + "No | \n", + "NaN | \n", + "In real life (in person) | \n", + "Username | \n", + "2008 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions | \n", + "6-10 times per week | \n", + "The other resource was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "No, not at all | \n", + "A lot less welcome now than last year | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Too long | \n", + "NaN | \n", + "
722 | \n", + "I am a developer by profession | \n", + "No | \n", + "Less than once a month but more than once per ... | \n", + "The quality of OSS and closed source software ... | \n", + "NaN | \n", + "Afghanistan | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Less than 1 year | \n", + "Younger than 5 years | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Very satisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am not interested in new job opportunities | \n", + "NA - I am an independent contractor or self em... | \n", + "NaN | \n", + "No | \n", + "NaN | \n", + "I heard about a job opportunity (from a recrui... | \n", + "AFN | \n", + "Afghan afghani | \n", + "1.0 | \n", + "Yearly | \n", + "0.0 | \n", + "1.0 | \n", + "NaN | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "1.0 | \n", + "No, and I'm glad we don't | \n", + "NaN | \n", + "I have little or no influence | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "No | \n", + "SIGH | \n", + "What? | \n", + "NaN | \n", + "Neither | \n", + "NaN | \n", + "2008 | \n", + "Multiple times per day | \n", + "NaN | \n", + "More than 10 times per week | \n", + "The other resource was much faster | \n", + "60+ minutes | \n", + "Not sure / can't remember | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Not sure | \n", + "Not applicable - I did not use Stack Overflow ... | \n", + "NaN | \n", + "1.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Too long | \n", + "Difficult | \n", + "
13825 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "NaN | \n", + "Algeria | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "13 | \n", + "83 | \n", + "Less than 1 year | \n", + "Very dissatisfied | \n", + "Very satisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "NA - I am an independent contractor or self em... | \n", + "Complete a take-home project;Solve a brain-tea... | \n", + "Yes | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "AFN | \n", + "Afghan afghani | \n", + "1.0 | \n", + "Yearly | \n", + "0.0 | \n", + "168.0 | \n", + "NaN | \n", + "Being tasked with non-development work;Non-wor... | \n", + "About half the time | \n", + "Home | \n", + "Far above average | \n", + "No | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "NaN | \n", + "I have a great deal of influence | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "I do not use containers | \n", + "NaN | \n", + "An irresponsible use of resources | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "NaN | \n", + "Neither | \n", + "NaN | \n", + "2015 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions | \n", + "1-2 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "No, not at all | \n", + "A lot less welcome now than last year | \n", + "NaN | \n", + "56.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Too short | \n", + "Easy | \n", + "
40913 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Armenia | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "2-9 employees | \n", + "Developer, desktop or enterprise applications;... | \n", + "7 | \n", + "15 | \n", + "4 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "Not sure | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "Something else changed (education, award, medi... | \n", + "AMD | \n", + "Armenian dram | \n", + "0.0 | \n", + "Monthly | \n", + "0.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Meetings;Non-work commitments (parenting, scho... | \n", + "Less than half the time, but at least one day ... | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "3.0 | \n", + "No, and I'm glad we don't | \n", + "Developers and management have nearly equal in... | \n", + "I have a great deal of influence | \n", + "Bash/Shell/PowerShell;C;C++;Java;JavaScript;Py... | \n", + "C;C++;Java;Python;SQL;TypeScript | \n", + "Elasticsearch;MariaDB;MongoDB;MySQL;Redis | \n", + "MariaDB;MongoDB;MySQL | \n", + "Arduino;AWS;Docker;Linux;MacOS;Raspberry Pi;Sl... | \n", + "Arduino;Linux;MacOS;Raspberry Pi | \n", + "ASP.NET;Django;Flask | \n", + "Django;Flask | \n", + ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", + "Node.js | \n", + "IntelliJ;IPython / Jupyter;Sublime Text;Vim | \n", + "Linux-based | \n", + "Production | \n", + "Not at all | \n", + "A passing fad | \n", + "No | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2013 | \n", + "Multiple times per day | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "0-10 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
30630 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Australia | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "2-9 employees | \n", + "Database administrator;Developer, back-end;Dev... | \n", + "35 | \n", + "7 | \n", + "30 | \n", + "Neither satisfied nor dissatisfied | \n", + "Very satisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am not interested in new job opportunities | \n", + "NA - I am an independent contractor or self em... | \n", + "Interview with people in peer roles;Interview ... | \n", + "No | \n", + "Industry that I'd be working in;Office environ... | \n", + "I heard about a job opportunity (from a recrui... | \n", + "AUD | \n", + "Australian dollar | \n", + "0.0 | \n", + "Yearly | \n", + "0.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Non-work commitme... | \n", + "It's complicated | \n", + "Other place, such as a coworking space or cafe | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "10.0 | \n", + "No, but I think we should | \n", + "NaN | \n", + "I have a great deal of influence | \n", + "Bash/Shell/PowerShell;HTML/CSS;JavaScript;Ruby | \n", + "Elixir;Ruby;TypeScript | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "AWS;iOS | \n", + "Android;AWS;iOS | \n", + "Ruby on Rails;Vue.js | \n", + "Ruby on Rails;Vue.js | \n", + "Chef;React Native | \n", + "React Native | \n", + "Sublime Text;TextMate;Vim;Xcode | \n", + "MacOS | \n", + "I do not use containers | \n", + "Not at all | \n", + "An irresponsible use of resources | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "No | \n", + "Online | \n", + "Username | \n", + "I don't remember | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions | \n", + "1-2 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "A lot less welcome now than last year | \n", + "NaN | \n", + "43.0 | \n", + "NaN | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
69049 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Independent contractor, freelancer, or self-em... | \n", + "Australia | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Received on-the-job training in software devel... | \n", + "2-9 employees | \n", + "Developer, full-stack;Engineering manager | \n", + "17 | \n", + "12 | \n", + "14 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "My job status changed (promotion, new job, etc.) | \n", + "AUD | \n", + "Australian dollar | \n", + "0.0 | \n", + "Yearly | \n", + "0.0 | \n", + "25.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Lack of support from management;Time spent com... | \n", + "All or almost all the time (I'm full-time remote) | \n", + "Home | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "1.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C#;Go;HTML/CSS;JavaScr... | \n", + "Dart;Elixir;JavaScript;Kotlin;Python;R;Ruby;Rust | \n", + "PostgreSQL;SQLite | \n", + "Cassandra;PostgreSQL;Redis | \n", + "Android;Arduino;Google Cloud Platform;iOS;Linu... | \n", + "Google Cloud Platform;Heroku;Kubernetes;Linux;... | \n", + "Ruby on Rails | \n", + "Ruby on Rails;Vue.js | \n", + ".NET;React Native | \n", + "Ansible;Flutter;Hadoop;Pandas;React Native | \n", + "IntelliJ;Visual Studio;Visual Studio Code;Xcode | \n", + "MacOS | \n", + "Production | \n", + "NaN | \n", + "A passing fad | \n", + "No | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2008 | \n", + "A few times per week | \n", + "Find answers to specific questions | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Not sure / can't remember | \n", + "NaN | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "No, not at all | \n", + "Just as welcome now as I felt last year | \n", + "NaN | \n", + "34.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
19340 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "NaN | \n", + "Austria | \n", + "Yes, full-time | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Fine arts or performing arts (ex. graphic desi... | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "NaN | \n", + "10 | \n", + "20 | \n", + "5 | \n", + "Neither satisfied nor dissatisfied | \n", + "Slightly satisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I’m not actively looking, but I am open to new... | \n", + "3-4 years ago | \n", + "Interview with people in peer roles;Interview ... | \n", + "No | \n", + "Office environment or company culture;Opportun... | \n", + "I was preparing for a job search | \n", + "CHF | \n", + "Swiss franc | \n", + "0.0 | \n", + "Monthly | \n", + "0.0 | \n", + "35.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "5.0 | \n", + "Yes, it's part of our process | \n", + "Developers and management have nearly equal in... | \n", + "I have a great deal of influence | \n", + "Assembly;C;Elixir;HTML/CSS;Java;JavaScript;Pyt... | \n", + "Clojure | \n", + "PostgreSQL;SQLite | \n", + "NaN | \n", + "Arduino;Raspberry Pi | \n", + "Arduino;Raspberry Pi | \n", + "Other(s): | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "IntelliJ;Sublime Text | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "NaN | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Also Yes | \n", + "Yes | \n", + "NaN | \n", + "In real life (in person) | \n", + "Username | \n", + "2010 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "1-2 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "NaN | \n", + "32.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
16214 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Bangladesh | \n", + "Yes, part-time | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "A natural science (ex. biology, chemistry, phy... | \n", + "NaN | \n", + "20 to 99 employees | \n", + "Engineer, data;Engineering manager;Product man... | \n", + "20 | \n", + "16 | \n", + "20 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am not interested in new job opportunities | \n", + "3-4 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Financial performance or funding status of the... | \n", + "I was preparing for a job search | \n", + "EUR | \n", + "European Euro | \n", + "0.0 | \n", + "Yearly | \n", + "0.0 | \n", + "10.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Lack of support from management;Meetings;Time ... | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Far above average | \n", + "No | \n", + "NaN | \n", + "No, and I'm glad we don't | \n", + "Developers and management have nearly equal in... | \n", + "I have a great deal of influence | \n", + "Java;PHP;Other(s): | \n", + "Java;PHP;Other(s): | \n", + "MariaDB;MySQL | \n", + "MariaDB;MySQL | \n", + "Android;Linux;Raspberry Pi;Windows;WordPress | \n", + "Android;Linux;Raspberry Pi;Windows;WordPress | \n", + "jQuery;Spring | \n", + "jQuery;Spring | \n", + "NaN | \n", + "NaN | \n", + "Android Studio;Eclipse;IntelliJ;NetBeans | \n", + "Linux-based | \n", + "I do not use containers | \n", + "Not at all | \n", + "NaN | \n", + "No | \n", + "Yes | \n", + "What? | \n", + "Neither | \n", + "NaN | \n", + "2008 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Contribute ... | \n", + "3-5 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Cour... | \n", + "99.0 | \n", + "NaN | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Too long | \n", + "Easy | \n", + "|
29355 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "Independent contractor, freelancer, or self-em... | \n", + "Bosnia and Herzegovina | \n", + "Yes, part-time | \n", + "Some college/university study without earning ... | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "Just me - I am a freelancer, sole proprietor, ... | \n", + "NaN | \n", + "10 | \n", + "10 | \n", + "6 | \n", + "Neither satisfied nor dissatisfied | \n", + "Neither satisfied nor dissatisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Interview with people in senior / management r... | \n", + "No | \n", + "Industry that I'd be working in;Specific depar... | \n", + "Something else changed (education, award, medi... | \n", + "BAM | \n", + "Bosnia and Herzegovina convertible mark | \n", + "0.0 | \n", + "Yearly | \n", + "0.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "It's complicated | \n", + "Other place, such as a coworking space or cafe | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "20.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C++;Python;Ruby;Other(s): | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;Oth... | \n", + "NaN | \n", + "NaN | \n", + "Linux;MacOS;Microsoft Azure;Raspberry Pi;Windows | \n", + "Android;Arduino;AWS;iOS;Linux;MacOS;Raspberry ... | \n", + "NaN | \n", + "NaN | \n", + "Pandas;TensorFlow;Torch/PyTorch;Unity 3D;Unrea... | \n", + ".NET;Torch/PyTorch;Unity 3D | \n", + "Android Studio;Emacs;PyCharm;Visual Studio;Vis... | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "A passing fad | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Username | \n", + "2013 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "They were about the same | \n", + "NaN | \n", + "Not sure / can't remember | \n", + "NaN | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "NaN | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Too long | \n", + "Easy | \n", + "
1685 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "The quality of OSS and closed source software ... | \n", + "Independent contractor, freelancer, or self-em... | \n", + "Brazil | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "Just me - I am a freelancer, sole proprietor, ... | \n", + "Designer;Developer, full-stack;Developer, game... | \n", + "8 | \n", + "16 | \n", + "3 | \n", + "Neither satisfied nor dissatisfied | \n", + "Neither satisfied nor dissatisfied | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I’m not actively looking, but I am open to new... | \n", + "Less than a year ago | \n", + "Interview with people in peer roles;Interview ... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "I was preparing for a job search | \n", + "BRL | \n", + "Brazilian real | \n", + "0.0 | \n", + "Monthly | \n", + "0.0 | \n", + "40.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Distracting work environment;Meetings;Toxic wo... | \n", + "All or almost all the time (I'm full-time remote) | \n", + "Home | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "6.0 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Elixir;HTML/CSS;JavaScript;PHP;Python | \n", + "C#;Kotlin;Python | \n", + "Cassandra;MariaDB;MongoDB;PostgreSQL | \n", + "Cassandra;MariaDB;MongoDB;PostgreSQL | \n", + "Docker;Kubernetes;MacOS | \n", + "Android;Linux;Windows | \n", + "Laravel | \n", + "Django;Flask;Laravel;Vue.js | \n", + "Node.js | \n", + ".NET;Node.js;Unity 3D;Other(s): | \n", + "Android Studio;PHPStorm;PyCharm;Visual Studio ... | \n", + "Windows | \n", + "Development | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "NaN | \n", + "2010 | \n", + "A few times per week | \n", + "Find answers to specific questions | \n", + "1-2 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "29.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
3 | \n", + "Adam | \n", + "Doe | \n", + "A@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
3 | \n", + "Adam | \n", + "Doe | \n", + "A@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
3 | \n", + "Adam | \n", + "Doe | \n", + "A@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
3 | \n", + "Adam | \n", + "Doe | \n", + "A@email.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
\n", + " | first | \n", + "last | \n", + "|
---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "
3 | \n", + "Adam | \n", + "Doe | \n", + "A@email.com | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | CompTotal | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "CodeRevHrs | \n", + "Age | \n", + "
---|---|---|---|---|---|
count | \n", + "5.594500e+04 | \n", + "5.582300e+04 | \n", + "64503.000000 | \n", + "49790.000000 | \n", + "79210.000000 | \n", + "
mean | \n", + "5.519014e+11 | \n", + "1.271107e+05 | \n", + "42.127197 | \n", + "5.084308 | \n", + "30.336699 | \n", + "
std | \n", + "7.331926e+13 | \n", + "2.841523e+05 | \n", + "37.287610 | \n", + "5.513931 | \n", + "9.178390 | \n", + "
min | \n", + "0.000000e+00 | \n", + "0.000000e+00 | \n", + "1.000000 | \n", + "0.000000 | \n", + "1.000000 | \n", + "
25% | \n", + "2.000000e+04 | \n", + "2.577750e+04 | \n", + "40.000000 | \n", + "2.000000 | \n", + "24.000000 | \n", + "
50% | \n", + "6.200000e+04 | \n", + "5.728700e+04 | \n", + "40.000000 | \n", + "4.000000 | \n", + "29.000000 | \n", + "
75% | \n", + "1.200000e+05 | \n", + "1.000000e+05 | \n", + "44.750000 | \n", + "6.000000 | \n", + "35.000000 | \n", + "
max | \n", + "1.000000e+16 | \n", + "2.000000e+06 | \n", + "4850.000000 | \n", + "99.000000 | \n", + "99.000000 | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
8 | \n", + "I code primarily as a hobby | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "NaN | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "Developer, back-end;Engineer, site reliability | \n", + "8 | \n", + "16 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", + "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", + "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", + "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", + "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", + "Express;Flask;React.js;Spring | \n", + "Django;Express;Flask;React.js;Vue.js | \n", + "Hadoop;Node.js;Pandas | \n", + "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", + "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2012 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "A lot more welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "NaN | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
10 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "NaN | \n", + "NaN | \n", + "10,000 or more employees | \n", + "Data or business analyst;Data scientist or mac... | \n", + "12 | \n", + "20 | \n", + "10 | \n", + "Slightly dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "3-4 years ago | \n", + "NaN | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "NaN | \n", + "INR | \n", + "Indian rupee | \n", + "950000.0 | \n", + "Yearly | \n", + "13293.0 | \n", + "70.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "A few days each month | \n", + "Home | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "4.0 | \n", + "Yes, it's part of our process | \n", + "NaN | \n", + "NaN | \n", + "C#;Go;JavaScript;Python;R;SQL | \n", + "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server | \n", + "Linux;Windows | \n", + "Android;Linux;Raspberry Pi;Windows | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + ".NET;Node.js;Pandas;Torch/PyTorch | \n", + ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", + "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", + "Windows | \n", + "NaN | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "YouTube | \n", + "Neither | \n", + "Screen Name | \n", + "NaN | \n", + "Multiple times per day | \n", + "Find answers to specific questions;Get a sense... | \n", + "3-5 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Too long | \n", + "Difficult | \n", + "
15 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Student | \n", + "3 | \n", + "13 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I’m not actively looking, but I am open to new... | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", + "Linux;Windows | \n", + "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", + "NaN | \n", + "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", + "NaN | \n", + ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", + "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", + "Linux-based | \n", + "Development | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "NaN | \n", + "2018 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "More than 10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "20.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Too long | \n", + "Neither easy nor difficult | \n", + "
50 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Received on-the-job training in software devel... | \n", + "10,000 or more employees | \n", + "Developer, back-end;DevOps specialist | \n", + "7 | \n", + "15 | \n", + "2 | \n", + "Slightly satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "I was preparing for a job search | \n", + "INR | \n", + "Indian rupee | \n", + "400000.0 | \n", + "Yearly | \n", + "5597.0 | \n", + "7.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Meetings;Time spent commuting | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "The CTO, CIO, or other management purchase new... | \n", + "I have little or no influence | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "HTML/CSS;JavaScript;Python | \n", + "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", + "Firebase;PostgreSQL;Redis;Other(s): | \n", + "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", + "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", + "Django;Express;Flask;jQuery | \n", + "Express;Flask;jQuery;React.js;Vue.js | \n", + "Node.js | \n", + "Node.js | \n", + "Notepad++;Visual Studio Code | \n", + "MacOS | \n", + "Testing | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "Yes | \n", + "Also Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Username | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Tech... | \n", + "23.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "South Asian | \n", + "No | \n", + "Too long | \n", + "Easy | \n", + "
65 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "NaN | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Information systems, information technology, o... | \n", + "NaN | \n", + "20 to 99 employees | \n", + "Developer, front-end;Developer, mobile | \n", + "2 | \n", + "17 | \n", + "2 | \n", + "Very satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "Less than a year ago | \n", + "Write any code;Solve a brain-teaser style puzz... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "My job status changed (promotion, new job, etc.) | \n", + "INR | \n", + "Indian rupee | \n", + "NaN | \n", + "Monthly | \n", + "NaN | \n", + "48.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "About half the time | \n", + "Office | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "Not sure | \n", + "NaN | \n", + "Assembly;C;C++;C#;HTML/CSS;Java | \n", + "Kotlin | \n", + "Firebase;MySQL;Oracle;SQLite | \n", + "Firebase;SQLite | \n", + "Android | \n", + "Android | \n", + "ASP.NET | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Android Studio;IntelliJ | \n", + "Linux-based | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "In real life (in person) | \n", + "NaN | \n", + "2017 | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per week | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Not sure | \n", + "A lot more welcome now than last year | \n", + "NaN | \n", + "21.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
77339 | \n", + "NaN | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "Yes, full-time | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Taken an online course in programming or softw... | \n", + "1,000 to 4,999 employees | \n", + "NaN | \n", + "1 | \n", + "27 | \n", + "1 | \n", + "NaN | \n", + "NaN | \n", + "Somewhat confident | \n", + "Yes | \n", + "Yes | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "Python;SQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "No | \n", + "YouTube | \n", + "Online | \n", + "UserID | \n", + "2019 | \n", + "Less than once per month or monthly | \n", + "Find answers to specific questions;Learn how t... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Not applicable - I did not use Stack Overflow ... | \n", + "Tech articles written by other developers;Indu... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
79795 | \n", + "NaN | \n", + "Yes | \n", + "Less than once a month but more than once per ... | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "500 to 999 employees | \n", + "Developer, QA or test | \n", + "6 | \n", + "17 | \n", + "5 | \n", + "NaN | \n", + "NaN | \n", + "Somewhat confident | \n", + "No | \n", + "Not sure | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;Python;SQL;VBA | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Apache Spark;Chef;Puppet | \n", + "NaN | \n", + "PyCharm;Vim | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "Not at all | \n", + "NaN | \n", + "No | \n", + "Yes | \n", + "What? | \n", + "In real life (in person) | \n", + "Username | \n", + "2018 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions | \n", + "Less than once per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Somewhat more welcome now than last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "NaN | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Too long | \n", + "Difficult | \n", + "|
83862 | \n", + "NaN | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "Yes, full-time | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "NaN | \n", + "Participated in a hackathon | \n", + "NaN | \n", + "Data or business analyst;Student | \n", + "1 | \n", + "18 | \n", + "Less than 1 year | \n", + "NaN | \n", + "NaN | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Assembly;C;C++;HTML/CSS;Java;JavaScript;Object... | \n", + "NaN | \n", + "MySQL | \n", + "DynamoDB;Elasticsearch;MongoDB | \n", + "Android;AWS;Google Cloud Platform;WordPress | \n", + "IBM Cloud or Watson | \n", + "Laravel | \n", + "Angular/Angular.js;Laravel;Vue.js | \n", + "NaN | \n", + "Node.js | \n", + "Android Studio;Atom;IntelliJ;Komodo;NetBeans;N... | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "No | \n", + "Yes | \n", + "What? | \n", + "Online | \n", + "UserID | \n", + "2012 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was much faster | \n", + "0-10 minutes | \n", + "Yes | \n", + "I have never participated in Q&A on Stack Over... | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Too long | \n", + "Neither easy nor difficult | \n", + "|
84299 | \n", + "NaN | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "India | \n", + "Yes, full-time | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, back-end;Developer, front-end;Devel... | \n", + "12 | \n", + "25 | \n", + "12 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python;Swift;TypeScript | \n", + "HTML/CSS;Java;JavaScript | \n", + "MongoDB;Redis;SQLite | \n", + "MongoDB;Redis | \n", + "NaN | \n", + "NaN | \n", + "Angular/Angular.js;Express;jQuery;React.js;Oth... | \n", + "Express;React.js;Other(s): | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;Visual Studio Code;Xcode | \n", + "Windows | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "What? | \n", + "NaN | \n", + "NaN | \n", + "2011 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Contribute ... | \n", + "Less than once per week | \n", + "Stack Overflow was much faster | \n", + "60+ minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Somewhat more welcome now than last year | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "|
86012 | \n", + "NaN | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Academic researcher;Educator | \n", + "5 | \n", + "15 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Somewhat confident | \n", + "No | \n", + "Not sure | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C++;HTML/CSS;JavaScript | \n", + "C++;Python | \n", + "MySQL | \n", + "NaN | \n", + "Other(s): | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Notepad++ | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "No | \n", + "Also Yes | \n", + "What? | \n", + "I don't use social media | \n", + "Online | \n", + "Username | \n", + "2014 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions | \n", + "Less than once per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "NaN | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "Yes | \n", + "Yes, somewhat | \n", + "Not applicable - I did not use Stack Overflow ... | \n", + "Industry news about technologies you're intere... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "South Asian | \n", + "NaN | \n", + "Appropriate in length | \n", + "Easy | \n", + "
9061 rows × 84 columns
\n", + "\n", + " | Country | \n", + "LanguageWorkedWith | \n", + "
---|---|---|
United States | \n", + "20949 | \n", + "10083 | \n", + "
India | \n", + "9061 | \n", + "3105 | \n", + "
Germany | \n", + "5866 | \n", + "2451 | \n", + "
United Kingdom | \n", + "5737 | \n", + "2384 | \n", + "
Canada | \n", + "3395 | \n", + "1558 | \n", + "
... | \n", + "... | \n", + "... | \n", + "
Dominica | \n", + "1 | \n", + "1 | \n", + "
Tonga | \n", + "1 | \n", + "0 | \n", + "
Sao Tome and Principe | \n", + "1 | \n", + "1 | \n", + "
Saint Kitts and Nevis | \n", + "1 | \n", + "0 | \n", + "
Brunei Darussalam | \n", + "1 | \n", + "0 | \n", + "
179 rows × 2 columns
\n", + "\n", + " | NumRespondents | \n", + "NumKnowsPython | \n", + "
---|---|---|
United States | \n", + "20949 | \n", + "10083 | \n", + "
India | \n", + "9061 | \n", + "3105 | \n", + "
Germany | \n", + "5866 | \n", + "2451 | \n", + "
United Kingdom | \n", + "5737 | \n", + "2384 | \n", + "
Canada | \n", + "3395 | \n", + "1558 | \n", + "
... | \n", + "... | \n", + "... | \n", + "
Dominica | \n", + "1 | \n", + "1 | \n", + "
Tonga | \n", + "1 | \n", + "0 | \n", + "
Sao Tome and Principe | \n", + "1 | \n", + "1 | \n", + "
Saint Kitts and Nevis | \n", + "1 | \n", + "0 | \n", + "
Brunei Darussalam | \n", + "1 | \n", + "0 | \n", + "
179 rows × 2 columns
\n", + "\n", + " | NumRespondents | \n", + "NumKnowsPython | \n", + "PctKnowsPython | \n", + "
---|---|---|---|
United States | \n", + "20949 | \n", + "10083 | \n", + "48.131176 | \n", + "
India | \n", + "9061 | \n", + "3105 | \n", + "34.267741 | \n", + "
Germany | \n", + "5866 | \n", + "2451 | \n", + "41.783157 | \n", + "
United Kingdom | \n", + "5737 | \n", + "2384 | \n", + "41.554820 | \n", + "
Canada | \n", + "3395 | \n", + "1558 | \n", + "45.891016 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "
Dominica | \n", + "1 | \n", + "1 | \n", + "100.000000 | \n", + "
Tonga | \n", + "1 | \n", + "0 | \n", + "0.000000 | \n", + "
Sao Tome and Principe | \n", + "1 | \n", + "1 | \n", + "100.000000 | \n", + "
Saint Kitts and Nevis | \n", + "1 | \n", + "0 | \n", + "0.000000 | \n", + "
Brunei Darussalam | \n", + "1 | \n", + "0 | \n", + "0.000000 | \n", + "
179 rows × 3 columns
\n", + "\n", + " | NumRespondents | \n", + "NumKnowsPython | \n", + "PctKnowsPython | \n", + "
---|---|---|---|
Sao Tome and Principe | \n", + "1 | \n", + "1 | \n", + "100.000000 | \n", + "
Dominica | \n", + "1 | \n", + "1 | \n", + "100.000000 | \n", + "
Timor-Leste | \n", + "1 | \n", + "1 | \n", + "100.000000 | \n", + "
Niger | \n", + "1 | \n", + "1 | \n", + "100.000000 | \n", + "
Turkmenistan | \n", + "7 | \n", + "6 | \n", + "85.714286 | \n", + "
Mauritania | \n", + "7 | \n", + "5 | \n", + "71.428571 | \n", + "
Guinea | \n", + "3 | \n", + "2 | \n", + "66.666667 | \n", + "
Guyana | \n", + "3 | \n", + "2 | \n", + "66.666667 | \n", + "
Bahamas | \n", + "3 | \n", + "2 | \n", + "66.666667 | \n", + "
Uganda | \n", + "72 | \n", + "47 | \n", + "65.277778 | \n", + "
Iceland | \n", + "49 | \n", + "30 | \n", + "61.224490 | \n", + "
Benin | \n", + "5 | \n", + "3 | \n", + "60.000000 | \n", + "
Namibia | \n", + "5 | \n", + "3 | \n", + "60.000000 | \n", + "
Haiti | \n", + "5 | \n", + "3 | \n", + "60.000000 | \n", + "
Congo, Republic of the... | \n", + "7 | \n", + "4 | \n", + "57.142857 | \n", + "
Oman | \n", + "11 | \n", + "6 | \n", + "54.545455 | \n", + "
Cuba | \n", + "30 | \n", + "16 | \n", + "53.333333 | \n", + "
Republic of Korea | \n", + "39 | \n", + "20 | \n", + "51.282051 | \n", + "
Bhutan | \n", + "2 | \n", + "1 | \n", + "50.000000 | \n", + "
Seychelles | \n", + "2 | \n", + "1 | \n", + "50.000000 | \n", + "
Sierra Leone | \n", + "2 | \n", + "1 | \n", + "50.000000 | \n", + "
Monaco | \n", + "4 | \n", + "2 | \n", + "50.000000 | \n", + "
San Marino | \n", + "2 | \n", + "1 | \n", + "50.000000 | \n", + "
South Korea | \n", + "160 | \n", + "80 | \n", + "50.000000 | \n", + "
Chile | \n", + "206 | \n", + "102 | \n", + "49.514563 | \n", + "
Finland | \n", + "546 | \n", + "266 | \n", + "48.717949 | \n", + "
Kenya | \n", + "249 | \n", + "120 | \n", + "48.192771 | \n", + "
United States | \n", + "20949 | \n", + "10083 | \n", + "48.131176 | \n", + "
Israel | \n", + "952 | \n", + "457 | \n", + "48.004202 | \n", + "
Ecuador | \n", + "82 | \n", + "39 | \n", + "47.560976 | \n", + "
Montenegro | \n", + "17 | \n", + "8 | \n", + "47.058824 | \n", + "
Mongolia | \n", + "17 | \n", + "8 | \n", + "47.058824 | \n", + "
Taiwan | \n", + "187 | \n", + "88 | \n", + "47.058824 | \n", + "
Switzerland | \n", + "978 | \n", + "460 | \n", + "47.034765 | \n", + "
United Republic of Tanzania | \n", + "32 | \n", + "15 | \n", + "46.875000 | \n", + "
Hong Kong (S.A.R.) | \n", + "188 | \n", + "88 | \n", + "46.808511 | \n", + "
Japan | \n", + "391 | \n", + "182 | \n", + "46.547315 | \n", + "
Maldives | \n", + "13 | \n", + "6 | \n", + "46.153846 | \n", + "
Canada | \n", + "3395 | \n", + "1558 | \n", + "45.891016 | \n", + "
Singapore | \n", + "303 | \n", + "139 | \n", + "45.874587 | \n", + "
New Zealand | \n", + "524 | \n", + "236 | \n", + "45.038168 | \n", + "
China | \n", + "664 | \n", + "297 | \n", + "44.728916 | \n", + "
Honduras | \n", + "27 | \n", + "12 | \n", + "44.444444 | \n", + "
France | \n", + "2391 | \n", + "1054 | \n", + "44.081974 | \n", + "
Iraq | \n", + "39 | \n", + "17 | \n", + "43.589744 | \n", + "
Thailand | \n", + "214 | \n", + "92 | \n", + "42.990654 | \n", + "
Democratic Republic of the Congo | \n", + "7 | \n", + "3 | \n", + "42.857143 | \n", + "
Nepal | \n", + "237 | \n", + "101 | \n", + "42.616034 | \n", + "
Estonia | \n", + "195 | \n", + "82 | \n", + "42.051282 | \n", + "
Russian Federation | \n", + "1694 | \n", + "708 | \n", + "41.794569 | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | first | \n", + "last | \n", + "age | \n", + "|
---|---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "33 | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "55 | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "63 | \n", + "
3 | \n", + "Chris | \n", + "Schafer | \n", + "None | \n", + "36 | \n", + "
4 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "None | \n", + "
5 | \n", + "None | \n", + "NaN | \n", + "Anonymous@email.com | \n", + "None | \n", + "
6 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "
\n", + " | first | \n", + "last | \n", + "age | \n", + "|
---|---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "33 | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "55 | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "63 | \n", + "
\n", + " | first | \n", + "last | \n", + "age | \n", + "|
---|---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "33 | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "55 | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "63 | \n", + "
3 | \n", + "Chris | \n", + "Schafer | \n", + "None | \n", + "36 | \n", + "
5 | \n", + "None | \n", + "NaN | \n", + "Anonymous@email.com | \n", + "None | \n", + "
\n", + " | first | \n", + "last | \n", + "age | \n", + "|
---|---|---|---|---|
0 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
1 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
2 | \n", + "False | \n", + "False | \n", + "False | \n", + "False | \n", + "
3 | \n", + "False | \n", + "False | \n", + "True | \n", + "False | \n", + "
4 | \n", + "True | \n", + "True | \n", + "True | \n", + "True | \n", + "
5 | \n", + "True | \n", + "True | \n", + "False | \n", + "True | \n", + "
6 | \n", + "True | \n", + "True | \n", + "True | \n", + "True | \n", + "
\n", + " | first | \n", + "last | \n", + "age | \n", + "|
---|---|---|---|---|
0 | \n", + "Corey | \n", + "Schafer | \n", + "CoreyMSchafer@gmail.com | \n", + "33 | \n", + "
1 | \n", + "Jane | \n", + "Doe | \n", + "JaneDoe@email.com | \n", + "55 | \n", + "
2 | \n", + "John | \n", + "Doe | \n", + "JohnDoe@email.com | \n", + "63 | \n", + "
3 | \n", + "Chris | \n", + "Schafer | \n", + "0 | \n", + "36 | \n", + "
4 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
5 | \n", + "0 | \n", + "0 | \n", + "Anonymous@email.com | \n", + "0 | \n", + "
6 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "0 | \n", + "
\n", + " | Date | \n", + "Symbol | \n", + "Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "
---|---|---|---|---|---|---|---|
0 | \n", + "2020-03-13 20:00:00 | \n", + "ETHUSD | \n", + "129.94 | \n", + "131.82 | \n", + "126.87 | \n", + "128.71 | \n", + "1940673.93 | \n", + "
1 | \n", + "2020-03-13 19:00:00 | \n", + "ETHUSD | \n", + "119.51 | \n", + "132.02 | \n", + "117.10 | \n", + "129.94 | \n", + "7579741.09 | \n", + "
2 | \n", + "2020-03-13 18:00:00 | \n", + "ETHUSD | \n", + "124.47 | \n", + "124.85 | \n", + "115.50 | \n", + "119.51 | \n", + "4898735.81 | \n", + "
3 | \n", + "2020-03-13 17:00:00 | \n", + "ETHUSD | \n", + "124.08 | \n", + "127.42 | \n", + "121.63 | \n", + "124.47 | \n", + "2753450.92 | \n", + "
4 | \n", + "2020-03-13 16:00:00 | \n", + "ETHUSD | \n", + "124.85 | \n", + "129.51 | \n", + "120.17 | \n", + "124.08 | \n", + "4461424.71 | \n", + "
\n", + " | Date | \n", + "Symbol | \n", + "Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "DayOfWeek | \n", + "
---|---|---|---|---|---|---|---|---|
0 | \n", + "2020-03-13 20:00:00 | \n", + "ETHUSD | \n", + "129.94 | \n", + "131.82 | \n", + "126.87 | \n", + "128.71 | \n", + "1940673.93 | \n", + "Friday | \n", + "
1 | \n", + "2020-03-13 19:00:00 | \n", + "ETHUSD | \n", + "119.51 | \n", + "132.02 | \n", + "117.10 | \n", + "129.94 | \n", + "7579741.09 | \n", + "Friday | \n", + "
2 | \n", + "2020-03-13 18:00:00 | \n", + "ETHUSD | \n", + "124.47 | \n", + "124.85 | \n", + "115.50 | \n", + "119.51 | \n", + "4898735.81 | \n", + "Friday | \n", + "
3 | \n", + "2020-03-13 17:00:00 | \n", + "ETHUSD | \n", + "124.08 | \n", + "127.42 | \n", + "121.63 | \n", + "124.47 | \n", + "2753450.92 | \n", + "Friday | \n", + "
4 | \n", + "2020-03-13 16:00:00 | \n", + "ETHUSD | \n", + "124.85 | \n", + "129.51 | \n", + "120.17 | \n", + "124.08 | \n", + "4461424.71 | \n", + "Friday | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
23669 | \n", + "2017-07-01 15:00:00 | \n", + "ETHUSD | \n", + "265.74 | \n", + "272.74 | \n", + "265.00 | \n", + "272.57 | \n", + "1500282.55 | \n", + "Saturday | \n", + "
23670 | \n", + "2017-07-01 14:00:00 | \n", + "ETHUSD | \n", + "268.79 | \n", + "269.90 | \n", + "265.00 | \n", + "265.74 | \n", + "1702536.85 | \n", + "Saturday | \n", + "
23671 | \n", + "2017-07-01 13:00:00 | \n", + "ETHUSD | \n", + "274.83 | \n", + "274.93 | \n", + "265.00 | \n", + "268.79 | \n", + "3010787.99 | \n", + "Saturday | \n", + "
23672 | \n", + "2017-07-01 12:00:00 | \n", + "ETHUSD | \n", + "275.01 | \n", + "275.01 | \n", + "271.00 | \n", + "274.83 | \n", + "824362.87 | \n", + "Saturday | \n", + "
23673 | \n", + "2017-07-01 11:00:00 | \n", + "ETHUSD | \n", + "279.98 | \n", + "279.99 | \n", + "272.10 | \n", + "275.01 | \n", + "679358.87 | \n", + "Saturday | \n", + "
23674 rows × 8 columns
\n", + "\n", + " | Date | \n", + "Symbol | \n", + "Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "DayOfWeek | \n", + "
---|---|---|---|---|---|---|---|---|
1749 | \n", + "2019-12-31 23:00:00 | \n", + "ETHUSD | \n", + "128.33 | \n", + "128.69 | \n", + "128.14 | \n", + "128.54 | \n", + "440678.91 | \n", + "Tuesday | \n", + "
1750 | \n", + "2019-12-31 22:00:00 | \n", + "ETHUSD | \n", + "128.38 | \n", + "128.69 | \n", + "127.95 | \n", + "128.33 | \n", + "554646.02 | \n", + "Tuesday | \n", + "
1751 | \n", + "2019-12-31 21:00:00 | \n", + "ETHUSD | \n", + "127.86 | \n", + "128.43 | \n", + "127.72 | \n", + "128.38 | \n", + "350155.69 | \n", + "Tuesday | \n", + "
1752 | \n", + "2019-12-31 20:00:00 | \n", + "ETHUSD | \n", + "127.84 | \n", + "128.34 | \n", + "127.71 | \n", + "127.86 | \n", + "428183.38 | \n", + "Tuesday | \n", + "
1753 | \n", + "2019-12-31 19:00:00 | \n", + "ETHUSD | \n", + "128.69 | \n", + "128.69 | \n", + "127.60 | \n", + "127.84 | \n", + "1169847.84 | \n", + "Tuesday | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
10504 | \n", + "2019-01-01 04:00:00 | \n", + "ETHUSD | \n", + "130.75 | \n", + "133.96 | \n", + "130.74 | \n", + "131.96 | \n", + "2791135.37 | \n", + "Tuesday | \n", + "
10505 | \n", + "2019-01-01 03:00:00 | \n", + "ETHUSD | \n", + "130.06 | \n", + "130.79 | \n", + "130.06 | \n", + "130.75 | \n", + "503732.63 | \n", + "Tuesday | \n", + "
10506 | \n", + "2019-01-01 02:00:00 | \n", + "ETHUSD | \n", + "130.79 | \n", + "130.88 | \n", + "129.55 | \n", + "130.06 | \n", + "838183.43 | \n", + "Tuesday | \n", + "
10507 | \n", + "2019-01-01 01:00:00 | \n", + "ETHUSD | \n", + "131.62 | \n", + "131.62 | \n", + "130.77 | \n", + "130.79 | \n", + "434917.99 | \n", + "Tuesday | \n", + "
10508 | \n", + "2019-01-01 00:00:00 | \n", + "ETHUSD | \n", + "130.53 | \n", + "131.91 | \n", + "130.48 | \n", + "131.62 | \n", + "1067136.21 | \n", + "Tuesday | \n", + "
8760 rows × 8 columns
\n", + "\n", + " | Symbol | \n", + "Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "DayOfWeek | \n", + "
---|---|---|---|---|---|---|---|
Date | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
2020-03-13 20:00:00 | \n", + "ETHUSD | \n", + "129.94 | \n", + "131.82 | \n", + "126.87 | \n", + "128.71 | \n", + "1940673.93 | \n", + "Friday | \n", + "
2020-03-13 19:00:00 | \n", + "ETHUSD | \n", + "119.51 | \n", + "132.02 | \n", + "117.10 | \n", + "129.94 | \n", + "7579741.09 | \n", + "Friday | \n", + "
2020-03-13 18:00:00 | \n", + "ETHUSD | \n", + "124.47 | \n", + "124.85 | \n", + "115.50 | \n", + "119.51 | \n", + "4898735.81 | \n", + "Friday | \n", + "
2020-03-13 17:00:00 | \n", + "ETHUSD | \n", + "124.08 | \n", + "127.42 | \n", + "121.63 | \n", + "124.47 | \n", + "2753450.92 | \n", + "Friday | \n", + "
2020-03-13 16:00:00 | \n", + "ETHUSD | \n", + "124.85 | \n", + "129.51 | \n", + "120.17 | \n", + "124.08 | \n", + "4461424.71 | \n", + "Friday | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2017-07-01 15:00:00 | \n", + "ETHUSD | \n", + "265.74 | \n", + "272.74 | \n", + "265.00 | \n", + "272.57 | \n", + "1500282.55 | \n", + "Saturday | \n", + "
2017-07-01 14:00:00 | \n", + "ETHUSD | \n", + "268.79 | \n", + "269.90 | \n", + "265.00 | \n", + "265.74 | \n", + "1702536.85 | \n", + "Saturday | \n", + "
2017-07-01 13:00:00 | \n", + "ETHUSD | \n", + "274.83 | \n", + "274.93 | \n", + "265.00 | \n", + "268.79 | \n", + "3010787.99 | \n", + "Saturday | \n", + "
2017-07-01 12:00:00 | \n", + "ETHUSD | \n", + "275.01 | \n", + "275.01 | \n", + "271.00 | \n", + "274.83 | \n", + "824362.87 | \n", + "Saturday | \n", + "
2017-07-01 11:00:00 | \n", + "ETHUSD | \n", + "279.98 | \n", + "279.99 | \n", + "272.10 | \n", + "275.01 | \n", + "679358.87 | \n", + "Saturday | \n", + "
23674 rows × 7 columns
\n", + "\n", + " | Symbol | \n", + "Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "DayOfWeek | \n", + "
---|---|---|---|---|---|---|---|
Date | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
2019-12-31 23:00:00 | \n", + "ETHUSD | \n", + "128.33 | \n", + "128.69 | \n", + "128.14 | \n", + "128.54 | \n", + "440678.91 | \n", + "Tuesday | \n", + "
2019-12-31 22:00:00 | \n", + "ETHUSD | \n", + "128.38 | \n", + "128.69 | \n", + "127.95 | \n", + "128.33 | \n", + "554646.02 | \n", + "Tuesday | \n", + "
2019-12-31 21:00:00 | \n", + "ETHUSD | \n", + "127.86 | \n", + "128.43 | \n", + "127.72 | \n", + "128.38 | \n", + "350155.69 | \n", + "Tuesday | \n", + "
2019-12-31 20:00:00 | \n", + "ETHUSD | \n", + "127.84 | \n", + "128.34 | \n", + "127.71 | \n", + "127.86 | \n", + "428183.38 | \n", + "Tuesday | \n", + "
2019-12-31 19:00:00 | \n", + "ETHUSD | \n", + "128.69 | \n", + "128.69 | \n", + "127.60 | \n", + "127.84 | \n", + "1169847.84 | \n", + "Tuesday | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2019-01-01 04:00:00 | \n", + "ETHUSD | \n", + "130.75 | \n", + "133.96 | \n", + "130.74 | \n", + "131.96 | \n", + "2791135.37 | \n", + "Tuesday | \n", + "
2019-01-01 03:00:00 | \n", + "ETHUSD | \n", + "130.06 | \n", + "130.79 | \n", + "130.06 | \n", + "130.75 | \n", + "503732.63 | \n", + "Tuesday | \n", + "
2019-01-01 02:00:00 | \n", + "ETHUSD | \n", + "130.79 | \n", + "130.88 | \n", + "129.55 | \n", + "130.06 | \n", + "838183.43 | \n", + "Tuesday | \n", + "
2019-01-01 01:00:00 | \n", + "ETHUSD | \n", + "131.62 | \n", + "131.62 | \n", + "130.77 | \n", + "130.79 | \n", + "434917.99 | \n", + "Tuesday | \n", + "
2019-01-01 00:00:00 | \n", + "ETHUSD | \n", + "130.53 | \n", + "131.91 | \n", + "130.48 | \n", + "131.62 | \n", + "1067136.21 | \n", + "Tuesday | \n", + "
8760 rows × 7 columns
\n", + "\n", + " | Symbol | \n", + "Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "DayOfWeek | \n", + "
---|---|---|---|---|---|---|---|
Date | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
2020-02-29 23:00:00 | \n", + "ETHUSD | \n", + "223.35 | \n", + "223.58 | \n", + "216.83 | \n", + "217.31 | \n", + "1927939.88 | \n", + "Saturday | \n", + "
2020-02-29 22:00:00 | \n", + "ETHUSD | \n", + "223.48 | \n", + "223.59 | \n", + "222.14 | \n", + "223.35 | \n", + "535998.57 | \n", + "Saturday | \n", + "
2020-02-29 21:00:00 | \n", + "ETHUSD | \n", + "224.63 | \n", + "225.14 | \n", + "222.74 | \n", + "223.48 | \n", + "561158.03 | \n", + "Saturday | \n", + "
2020-02-29 20:00:00 | \n", + "ETHUSD | \n", + "225.31 | \n", + "225.33 | \n", + "223.50 | \n", + "224.63 | \n", + "511648.65 | \n", + "Saturday | \n", + "
2020-02-29 19:00:00 | \n", + "ETHUSD | \n", + "225.09 | \n", + "225.85 | \n", + "223.87 | \n", + "225.31 | \n", + "1250856.20 | \n", + "Saturday | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2020-01-01 04:00:00 | \n", + "ETHUSD | \n", + "129.57 | \n", + "130.00 | \n", + "129.50 | \n", + "129.56 | \n", + "702786.82 | \n", + "Wednesday | \n", + "
2020-01-01 03:00:00 | \n", + "ETHUSD | \n", + "130.37 | \n", + "130.44 | \n", + "129.38 | \n", + "129.57 | \n", + "496704.23 | \n", + "Wednesday | \n", + "
2020-01-01 02:00:00 | \n", + "ETHUSD | \n", + "130.14 | \n", + "130.50 | \n", + "129.91 | \n", + "130.37 | \n", + "396315.72 | \n", + "Wednesday | \n", + "
2020-01-01 01:00:00 | \n", + "ETHUSD | \n", + "128.34 | \n", + "130.14 | \n", + "128.32 | \n", + "130.14 | \n", + "635419.40 | \n", + "Wednesday | \n", + "
2020-01-01 00:00:00 | \n", + "ETHUSD | \n", + "128.54 | \n", + "128.54 | \n", + "128.12 | \n", + "128.34 | \n", + "245119.91 | \n", + "Wednesday | \n", + "
1440 rows × 7 columns
\n", + "\n", + " | Open | \n", + "High | \n", + "Low | \n", + "Close | \n", + "Volume | \n", + "
---|---|---|---|---|---|
Date | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
2017-07-02 | \n", + "268.066486 | \n", + "271.124595 | \n", + "264.819730 | \n", + "268.202162 | \n", + "2.185035e+06 | \n", + "
2017-07-09 | \n", + "261.337024 | \n", + "262.872917 | \n", + "259.186190 | \n", + "261.062083 | \n", + "1.337349e+06 | \n", + "
2017-07-16 | \n", + "196.193214 | \n", + "199.204405 | \n", + "192.722321 | \n", + "195.698393 | \n", + "2.986756e+06 | \n", + "
2017-07-23 | \n", + "212.351429 | \n", + "215.779286 | \n", + "209.126310 | \n", + "212.783750 | \n", + "4.298593e+06 | \n", + "
2017-07-30 | \n", + "203.496190 | \n", + "205.110357 | \n", + "201.714048 | \n", + "203.309524 | \n", + "1.581729e+06 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2020-02-16 | \n", + "255.021667 | \n", + "257.255238 | \n", + "252.679762 | \n", + "255.198452 | \n", + "2.329087e+06 | \n", + "
2020-02-23 | \n", + "265.220833 | \n", + "267.263690 | \n", + "262.948512 | \n", + "265.321905 | \n", + "1.826094e+06 | \n", + "
2020-03-01 | \n", + "236.720536 | \n", + "238.697500 | \n", + "234.208750 | \n", + "236.373988 | \n", + "2.198762e+06 | \n", + "
2020-03-08 | \n", + "229.923571 | \n", + "231.284583 | \n", + "228.373810 | \n", + "229.817619 | \n", + "1.628910e+06 | \n", + "
2020-03-15 | \n", + "176.937521 | \n", + "179.979487 | \n", + "172.936239 | \n", + "176.332821 | \n", + "4.259828e+06 | \n", + "
142 rows × 5 columns
\n", + "\n", + " | Close | \n", + "High | \n", + "Low | \n", + "Volume | \n", + "
---|---|---|---|---|
Date | \n", + "\n", + " | \n", + " | \n", + " | \n", + " |
2017-07-02 | \n", + "268.202162 | \n", + "293.73 | \n", + "253.23 | \n", + "8.084631e+07 | \n", + "
2017-07-09 | \n", + "261.062083 | \n", + "285.00 | \n", + "231.25 | \n", + "2.246746e+08 | \n", + "
2017-07-16 | \n", + "195.698393 | \n", + "240.33 | \n", + "130.26 | \n", + "5.017750e+08 | \n", + "
2017-07-23 | \n", + "212.783750 | \n", + "249.40 | \n", + "153.25 | \n", + "7.221637e+08 | \n", + "
2017-07-30 | \n", + "203.309524 | \n", + "229.99 | \n", + "178.03 | \n", + "2.657305e+08 | \n", + "
... | \n", + "... | \n", + "... | \n", + "... | \n", + "... | \n", + "
2020-02-16 | \n", + "255.198452 | \n", + "290.00 | \n", + "216.31 | \n", + "3.912867e+08 | \n", + "
2020-02-23 | \n", + "265.321905 | \n", + "287.13 | \n", + "242.36 | \n", + "3.067838e+08 | \n", + "
2020-03-01 | \n", + "236.373988 | \n", + "278.13 | \n", + "209.26 | \n", + "3.693920e+08 | \n", + "
2020-03-08 | \n", + "229.817619 | \n", + "253.01 | \n", + "196.00 | \n", + "2.736569e+08 | \n", + "
2020-03-15 | \n", + "176.332821 | \n", + "208.65 | \n", + "90.00 | \n", + "4.983998e+08 | \n", + "
142 rows × 4 columns
\n", + "\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
1 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, and not looking for work | \n", + "United Kingdom | \n", + "No | \n", + "Primary/elementary school | \n", + "NaN | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "NaN | \n", + "4 | \n", + "10 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "HTML/CSS;Java;JavaScript;Python | \n", + "C;C++;C#;Go;HTML/CSS;Java;JavaScript;Python;SQL | \n", + "SQLite | \n", + "MySQL | \n", + "MacOS;Windows | \n", + "Android;Arduino;Windows | \n", + "Django;Flask | \n", + "Flask;jQuery | \n", + "Node.js | \n", + "Node.js | \n", + "IntelliJ;Notepad++;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Fortunately, someone else has that title | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "A few times per month or weekly | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "No | \n", + "NaN | \n", + "No, I didn't know that Stack Overflow had a jo... | \n", + "No, and I don't know what those are | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "14.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
2 | \n", + "I am a student who is learning to code | \n", + "No | \n", + "Less than once per year | \n", + "The quality of OSS and closed source software ... | \n", + "Not employed, but looking for work | \n", + "Bosnia and Herzegovina | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Developer, desktop or enterprise applications;... | \n", + "NaN | \n", + "17 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I am actively looking for a job | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Financial performance or funding status of the... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "C++;HTML/CSS;Python | \n", + "C++;HTML/CSS;JavaScript;SQL | \n", + "NaN | \n", + "MySQL | \n", + "Windows | \n", + "Windows | \n", + "Django | \n", + "Django | \n", + "NaN | \n", + "NaN | \n", + "Atom;PyCharm | \n", + "Windows | \n", + "I do not use containers | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "Online | \n", + "Username | \n", + "2017 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was much faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "19.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "No | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
3 | \n", + "I am not primarily a developer, but I write co... | \n", + "Yes | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "Thailand | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Web development or web design | \n", + "Taught yourself a new language, framework, or ... | \n", + "100 to 499 employees | \n", + "Designer;Developer, back-end;Developer, front-... | \n", + "3 | \n", + "22 | \n", + "1 | \n", + "Slightly satisfied | \n", + "Slightly satisfied | \n", + "Not at all confident | \n", + "Not sure | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Interview with people in peer roles | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "THB | \n", + "Thai baht | \n", + "23000.0 | \n", + "Monthly | \n", + "8820.0 | \n", + "40.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "Distracting work environment;Inadequate access... | \n", + "Less than once per month / Never | \n", + "Home | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Not sure | \n", + "I have little or no influence | \n", + "HTML/CSS | \n", + "Elixir;HTML/CSS | \n", + "PostgreSQL | \n", + "PostgreSQL | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Other(s): | \n", + "NaN | \n", + "NaN | \n", + "Vim;Visual Studio Code | \n", + "Linux-based | \n", + "I do not use containers | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2011 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "6-10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Neutral | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "28.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "|
4 | \n", + "I am a developer by profession | \n", + "No | \n", + "Never | \n", + "The quality of OSS and closed source software ... | \n", + "Employed full-time | \n", + "United States | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "100 to 499 employees | \n", + "Developer, full-stack | \n", + "3 | \n", + "16 | \n", + "Less than 1 year | \n", + "Very satisfied | \n", + "Slightly satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "I was preparing for a job search | \n", + "USD | \n", + "United States dollar | \n", + "61000.0 | \n", + "Yearly | \n", + "61000.0 | \n", + "80.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "Less than once per month / Never | \n", + "Home | \n", + "A little below average | \n", + "No | \n", + "NaN | \n", + "No, but I think we should | \n", + "Developers typically have the most influence o... | \n", + "I have little or no influence | \n", + "C;C++;C#;Python;SQL | \n", + "C;C#;JavaScript;SQL | \n", + "MySQL;SQLite | \n", + "MySQL;SQLite | \n", + "Linux;Windows | \n", + "Linux;Windows | \n", + "NaN | \n", + "NaN | \n", + ".NET | \n", + ".NET | \n", + "Eclipse;Vim;Visual Studio;Visual Studio Code | \n", + "Windows | \n", + "I do not use containers | \n", + "Not at all | \n", + "Useful for decentralized currency (i.e., Bitcoin) | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "2014 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Pass the ti... | \n", + "1-2 times per week | \n", + "Stack Overflow was much faster | \n", + "31-60 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "No, not really | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "22.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "|
5 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "Ukraine | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taken an online course in programming or softw... | \n", + "10,000 or more employees | \n", + "Academic researcher;Developer, desktop or ente... | \n", + "16 | \n", + "14 | \n", + "9 | \n", + "Very dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "No | \n", + "I am not interested in new job opportunities | \n", + "Less than a year ago | \n", + "Write any code;Write code by hand (e.g., on a ... | \n", + "No | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "I was preparing for a job search | \n", + "UAH | \n", + "Ukrainian hryvnia | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "55.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Being tasked with non-development work;Inadequ... | \n", + "A few days each month | \n", + "Office | \n", + "A little above average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's part of our process | \n", + "Not sure | \n", + "I have little or no influence | \n", + "C++;HTML/CSS;Java;JavaScript;Python;SQL;VBA | \n", + "HTML/CSS;Java;JavaScript;SQL;WebAssembly | \n", + "Couchbase;MongoDB;MySQL;Oracle;PostgreSQL;SQLite | \n", + "Couchbase;Firebase;MongoDB;MySQL;Oracle;Postgr... | \n", + "Android;Linux;MacOS;Slack;Windows | \n", + "Android;Docker;Kubernetes;Linux;Slack | \n", + "Django;Express;Flask;jQuery;React.js;Spring | \n", + "Flask;jQuery;React.js;Spring | \n", + "Cordova;Node.js | \n", + "Apache Spark;Hadoop;Node.js;React Native | \n", + "IntelliJ;Notepad++;Vim | \n", + "Linux-based | \n", + "Outside of work, for personal projects | \n", + "Not at all | \n", + "NaN | \n", + "Yes | \n", + "Also Yes | \n", + "Yes | \n", + "In real life (in person) | \n", + "Username | \n", + "I don't remember | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was much faster | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech meetups or events in your area;Courses on... | \n", + "30.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "White or of European descent;Multiracial | \n", + "No | \n", + "Appropriate in length | \n", + "Easy | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
8 | \n", + "I code primarily as a hobby | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "NaN | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "Developer, back-end;Engineer, site reliability | \n", + "8 | \n", + "16 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", + "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", + "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", + "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", + "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", + "Express;Flask;React.js;Spring | \n", + "Django;Express;Flask;React.js;Vue.js | \n", + "Hadoop;Node.js;Pandas | \n", + "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", + "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2012 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "A lot more welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "NaN | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
10 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "NaN | \n", + "NaN | \n", + "10,000 or more employees | \n", + "Data or business analyst;Data scientist or mac... | \n", + "12 | \n", + "20 | \n", + "10 | \n", + "Slightly dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "3-4 years ago | \n", + "NaN | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "NaN | \n", + "INR | \n", + "Indian rupee | \n", + "950000.0 | \n", + "Yearly | \n", + "13293.0 | \n", + "70.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "A few days each month | \n", + "Home | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "4.0 | \n", + "Yes, it's part of our process | \n", + "NaN | \n", + "NaN | \n", + "C#;Go;JavaScript;Python;R;SQL | \n", + "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server | \n", + "Linux;Windows | \n", + "Android;Linux;Raspberry Pi;Windows | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + ".NET;Node.js;Pandas;Torch/PyTorch | \n", + ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", + "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", + "Windows | \n", + "NaN | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "YouTube | \n", + "Neither | \n", + "Screen Name | \n", + "NaN | \n", + "Multiple times per day | \n", + "Find answers to specific questions;Get a sense... | \n", + "3-5 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Too long | \n", + "Difficult | \n", + "
15 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Student | \n", + "3 | \n", + "13 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I’m not actively looking, but I am open to new... | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", + "Linux;Windows | \n", + "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", + "NaN | \n", + "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", + "NaN | \n", + ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", + "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", + "Linux-based | \n", + "Development | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "NaN | \n", + "2018 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "More than 10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "20.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Too long | \n", + "Neither easy nor difficult | \n", + "
50 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Received on-the-job training in software devel... | \n", + "10,000 or more employees | \n", + "Developer, back-end;DevOps specialist | \n", + "7 | \n", + "15 | \n", + "2 | \n", + "Slightly satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "I was preparing for a job search | \n", + "INR | \n", + "Indian rupee | \n", + "400000.0 | \n", + "Yearly | \n", + "5597.0 | \n", + "7.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Meetings;Time spent commuting | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "The CTO, CIO, or other management purchase new... | \n", + "I have little or no influence | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "HTML/CSS;JavaScript;Python | \n", + "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", + "Firebase;PostgreSQL;Redis;Other(s): | \n", + "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", + "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", + "Django;Express;Flask;jQuery | \n", + "Express;Flask;jQuery;React.js;Vue.js | \n", + "Node.js | \n", + "Node.js | \n", + "Notepad++;Visual Studio Code | \n", + "MacOS | \n", + "Testing | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "Yes | \n", + "Also Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Username | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Tech... | \n", + "23.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "South Asian | \n", + "No | \n", + "Too long | \n", + "Easy | \n", + "
65 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "NaN | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Information systems, information technology, o... | \n", + "NaN | \n", + "20 to 99 employees | \n", + "Developer, front-end;Developer, mobile | \n", + "2 | \n", + "17 | \n", + "2 | \n", + "Very satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "Less than a year ago | \n", + "Write any code;Solve a brain-teaser style puzz... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "My job status changed (promotion, new job, etc.) | \n", + "INR | \n", + "Indian rupee | \n", + "NaN | \n", + "Monthly | \n", + "NaN | \n", + "48.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "About half the time | \n", + "Office | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "Not sure | \n", + "NaN | \n", + "Assembly;C;C++;C#;HTML/CSS;Java | \n", + "Kotlin | \n", + "Firebase;MySQL;Oracle;SQLite | \n", + "Firebase;SQLite | \n", + "Android | \n", + "Android | \n", + "ASP.NET | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Android Studio;IntelliJ | \n", + "Linux-based | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "In real life (in person) | \n", + "NaN | \n", + "2017 | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per week | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Not sure | \n", + "A lot more welcome now than last year | \n", + "NaN | \n", + "21.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
8 | \n", + "I code primarily as a hobby | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "NaN | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "NaN | \n", + "Developer, back-end;Engineer, site reliability | \n", + "8 | \n", + "16 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", + "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", + "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", + "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", + "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", + "Express;Flask;React.js;Spring | \n", + "Django;Express;Flask;React.js;Vue.js | \n", + "Hadoop;Node.js;Pandas | \n", + "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", + "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "NaN | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2012 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "A lot more welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "NaN | \n", + "NaN | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
10 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "NaN | \n", + "NaN | \n", + "10,000 or more employees | \n", + "Data or business analyst;Data scientist or mac... | \n", + "12 | \n", + "20 | \n", + "10 | \n", + "Slightly dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "3-4 years ago | \n", + "NaN | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "NaN | \n", + "INR | \n", + "Indian rupee | \n", + "950000.0 | \n", + "Yearly | \n", + "13293.0 | \n", + "70.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "A few days each month | \n", + "Home | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "4.0 | \n", + "Yes, it's part of our process | \n", + "NaN | \n", + "NaN | \n", + "C#;Go;JavaScript;Python;R;SQL | \n", + "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server | \n", + "Linux;Windows | \n", + "Android;Linux;Raspberry Pi;Windows | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + ".NET;Node.js;Pandas;Torch/PyTorch | \n", + ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", + "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", + "Windows | \n", + "NaN | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "YouTube | \n", + "Neither | \n", + "Screen Name | \n", + "NaN | \n", + "Multiple times per day | \n", + "Find answers to specific questions;Get a sense... | \n", + "3-5 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Too long | \n", + "Difficult | \n", + "
15 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "NaN | \n", + "Taken an online course in programming or softw... | \n", + "NaN | \n", + "Student | \n", + "3 | \n", + "13 | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "I’m not actively looking, but I am open to new... | \n", + "I've never had a job | \n", + "NaN | \n", + "NaN | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "Something else changed (education, award, medi... | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", + "Linux;Windows | \n", + "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", + "NaN | \n", + "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", + "NaN | \n", + ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", + "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", + "Linux-based | \n", + "Development | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "NaN | \n", + "2018 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "More than 10 times per week | \n", + "They were about the same | \n", + "NaN | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "20.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Too long | \n", + "Neither easy nor difficult | \n", + "
50 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Received on-the-job training in software devel... | \n", + "10,000 or more employees | \n", + "Developer, back-end;DevOps specialist | \n", + "7 | \n", + "15 | \n", + "2 | \n", + "Slightly satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "I was preparing for a job search | \n", + "INR | \n", + "Indian rupee | \n", + "400000.0 | \n", + "Yearly | \n", + "5597.0 | \n", + "7.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Meetings;Time spent commuting | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "The CTO, CIO, or other management purchase new... | \n", + "I have little or no influence | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "HTML/CSS;JavaScript;Python | \n", + "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", + "Firebase;PostgreSQL;Redis;Other(s): | \n", + "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", + "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", + "Django;Express;Flask;jQuery | \n", + "Express;Flask;jQuery;React.js;Vue.js | \n", + "Node.js | \n", + "Node.js | \n", + "Notepad++;Visual Studio Code | \n", + "MacOS | \n", + "Testing | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "Yes | \n", + "Also Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Username | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Tech... | \n", + "23.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "South Asian | \n", + "No | \n", + "Too long | \n", + "Easy | \n", + "
65 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "NaN | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Information systems, information technology, o... | \n", + "NaN | \n", + "20 to 99 employees | \n", + "Developer, front-end;Developer, mobile | \n", + "2 | \n", + "17 | \n", + "2 | \n", + "Very satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "Less than a year ago | \n", + "Write any code;Solve a brain-teaser style puzz... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "My job status changed (promotion, new job, etc.) | \n", + "INR | \n", + "Indian rupee | \n", + "NaN | \n", + "Monthly | \n", + "NaN | \n", + "48.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "NaN | \n", + "About half the time | \n", + "Office | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "Not sure | \n", + "NaN | \n", + "Assembly;C;C++;C#;HTML/CSS;Java | \n", + "Kotlin | \n", + "Firebase;MySQL;Oracle;SQLite | \n", + "Firebase;SQLite | \n", + "Android | \n", + "Android | \n", + "ASP.NET | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Android Studio;IntelliJ | \n", + "Linux-based | \n", + "NaN | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "In real life (in person) | \n", + "NaN | \n", + "2017 | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per week | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Not sure | \n", + "A lot more welcome now than last year | \n", + "NaN | \n", + "21.0 | \n", + "Man | \n", + "No | \n", + "NaN | \n", + "NaN | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", + "I code primarily as a hobby | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "None | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "None | \n", + "Developer, back-end;Engineer, site reliability | \n", + "8 | \n", + "16 | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "NaN | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", + "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", + "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", + "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", + "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", + "Express;Flask;React.js;Spring | \n", + "Django;Express;Flask;React.js;Vue.js | \n", + "Hadoop;Node.js;Pandas | \n", + "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", + "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "None | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2012 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "A lot more welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "None | \n", + "None | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
1 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "None | \n", + "None | \n", + "10,000 or more employees | \n", + "Data or business analyst;Data scientist or mac... | \n", + "12 | \n", + "20 | \n", + "10 | \n", + "Slightly dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "3-4 years ago | \n", + "None | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "None | \n", + "INR | \n", + "Indian rupee | \n", + "950000.0 | \n", + "Yearly | \n", + "13293.0 | \n", + "70.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "None | \n", + "A few days each month | \n", + "Home | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "4.0 | \n", + "Yes, it's part of our process | \n", + "None | \n", + "None | \n", + "C#;Go;JavaScript;Python;R;SQL | \n", + "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server | \n", + "Linux;Windows | \n", + "Android;Linux;Raspberry Pi;Windows | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + ".NET;Node.js;Pandas;Torch/PyTorch | \n", + ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", + "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", + "Windows | \n", + "None | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "YouTube | \n", + "Neither | \n", + "Screen Name | \n", + "None | \n", + "Multiple times per day | \n", + "Find answers to specific questions;Get a sense... | \n", + "3-5 times per week | \n", + "They were about the same | \n", + "None | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Too long | \n", + "Difficult | \n", + "
2 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "None | \n", + "Taken an online course in programming or softw... | \n", + "None | \n", + "Student | \n", + "3 | \n", + "13 | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "I’m not actively looking, but I am open to new... | \n", + "I've never had a job | \n", + "None | \n", + "None | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "Something else changed (education, award, medi... | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "NaN | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", + "Linux;Windows | \n", + "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", + "None | \n", + "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", + "None | \n", + ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", + "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", + "Linux-based | \n", + "Development | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "None | \n", + "2018 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "More than 10 times per week | \n", + "They were about the same | \n", + "None | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "20.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Too long | \n", + "Neither easy nor difficult | \n", + "
3 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Received on-the-job training in software devel... | \n", + "10,000 or more employees | \n", + "Developer, back-end;DevOps specialist | \n", + "7 | \n", + "15 | \n", + "2 | \n", + "Slightly satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "I was preparing for a job search | \n", + "INR | \n", + "Indian rupee | \n", + "400000.0 | \n", + "Yearly | \n", + "5597.0 | \n", + "7.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Meetings;Time spent commuting | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "The CTO, CIO, or other management purchase new... | \n", + "I have little or no influence | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "HTML/CSS;JavaScript;Python | \n", + "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", + "Firebase;PostgreSQL;Redis;Other(s): | \n", + "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", + "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", + "Django;Express;Flask;jQuery | \n", + "Express;Flask;jQuery;React.js;Vue.js | \n", + "Node.js | \n", + "Node.js | \n", + "Notepad++;Visual Studio Code | \n", + "MacOS | \n", + "Testing | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "Yes | \n", + "Also Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Username | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Tech... | \n", + "23.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "South Asian | \n", + "No | \n", + "Too long | \n", + "Easy | \n", + "
4 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "None | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Information systems, information technology, o... | \n", + "None | \n", + "20 to 99 employees | \n", + "Developer, front-end;Developer, mobile | \n", + "2 | \n", + "17 | \n", + "2 | \n", + "Very satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "Less than a year ago | \n", + "Write any code;Solve a brain-teaser style puzz... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "My job status changed (promotion, new job, etc.) | \n", + "INR | \n", + "Indian rupee | \n", + "NaN | \n", + "Monthly | \n", + "NaN | \n", + "48.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "None | \n", + "About half the time | \n", + "Office | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "Not sure | \n", + "None | \n", + "Assembly;C;C++;C#;HTML/CSS;Java | \n", + "Kotlin | \n", + "Firebase;MySQL;Oracle;SQLite | \n", + "Firebase;SQLite | \n", + "Android | \n", + "Android | \n", + "ASP.NET | \n", + "None | \n", + "None | \n", + "None | \n", + "Android Studio;IntelliJ | \n", + "Linux-based | \n", + "None | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "In real life (in person) | \n", + "None | \n", + "2017 | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per week | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Not sure | \n", + "A lot more welcome now than last year | \n", + "None | \n", + "21.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
8 | \n", + "I code primarily as a hobby | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "None | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "None | \n", + "Developer, back-end;Engineer, site reliability | \n", + "8 | \n", + "16 | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "NaN | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", + "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", + "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", + "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", + "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", + "Express;Flask;React.js;Spring | \n", + "Django;Express;Flask;React.js;Vue.js | \n", + "Hadoop;Node.js;Pandas | \n", + "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", + "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "None | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2012 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "A lot more welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "None | \n", + "None | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
10 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "None | \n", + "None | \n", + "10,000 or more employees | \n", + "Data or business analyst;Data scientist or mac... | \n", + "12 | \n", + "20 | \n", + "10 | \n", + "Slightly dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "3-4 years ago | \n", + "None | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "None | \n", + "INR | \n", + "Indian rupee | \n", + "950000.0 | \n", + "Yearly | \n", + "13293.0 | \n", + "70.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "None | \n", + "A few days each month | \n", + "Home | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "4.0 | \n", + "Yes, it's part of our process | \n", + "None | \n", + "None | \n", + "C#;Go;JavaScript;Python;R;SQL | \n", + "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server | \n", + "Linux;Windows | \n", + "Android;Linux;Raspberry Pi;Windows | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + ".NET;Node.js;Pandas;Torch/PyTorch | \n", + ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", + "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", + "Windows | \n", + "None | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "YouTube | \n", + "Neither | \n", + "Screen Name | \n", + "None | \n", + "Multiple times per day | \n", + "Find answers to specific questions;Get a sense... | \n", + "3-5 times per week | \n", + "They were about the same | \n", + "None | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Too long | \n", + "Difficult | \n", + "
15 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "None | \n", + "Taken an online course in programming or softw... | \n", + "None | \n", + "Student | \n", + "3 | \n", + "13 | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "I’m not actively looking, but I am open to new... | \n", + "I've never had a job | \n", + "None | \n", + "None | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "Something else changed (education, award, medi... | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "NaN | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", + "Linux;Windows | \n", + "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", + "None | \n", + "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", + "None | \n", + ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", + "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", + "Linux-based | \n", + "Development | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "None | \n", + "2018 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "More than 10 times per week | \n", + "They were about the same | \n", + "None | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "20.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Too long | \n", + "Neither easy nor difficult | \n", + "
50 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Received on-the-job training in software devel... | \n", + "10,000 or more employees | \n", + "Developer, back-end;DevOps specialist | \n", + "7 | \n", + "15 | \n", + "2 | \n", + "Slightly satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "I was preparing for a job search | \n", + "INR | \n", + "Indian rupee | \n", + "400000.0 | \n", + "Yearly | \n", + "5597.0 | \n", + "7.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Meetings;Time spent commuting | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "The CTO, CIO, or other management purchase new... | \n", + "I have little or no influence | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "HTML/CSS;JavaScript;Python | \n", + "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", + "Firebase;PostgreSQL;Redis;Other(s): | \n", + "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", + "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", + "Django;Express;Flask;jQuery | \n", + "Express;Flask;jQuery;React.js;Vue.js | \n", + "Node.js | \n", + "Node.js | \n", + "Notepad++;Visual Studio Code | \n", + "MacOS | \n", + "Testing | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "Yes | \n", + "Also Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Username | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Tech... | \n", + "23.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "South Asian | \n", + "No | \n", + "Too long | \n", + "Easy | \n", + "
65 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "None | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Information systems, information technology, o... | \n", + "None | \n", + "20 to 99 employees | \n", + "Developer, front-end;Developer, mobile | \n", + "2 | \n", + "17 | \n", + "2 | \n", + "Very satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "Less than a year ago | \n", + "Write any code;Solve a brain-teaser style puzz... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "My job status changed (promotion, new job, etc.) | \n", + "INR | \n", + "Indian rupee | \n", + "NaN | \n", + "Monthly | \n", + "NaN | \n", + "48.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "None | \n", + "About half the time | \n", + "Office | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "Not sure | \n", + "None | \n", + "Assembly;C;C++;C#;HTML/CSS;Java | \n", + "Kotlin | \n", + "Firebase;MySQL;Oracle;SQLite | \n", + "Firebase;SQLite | \n", + "Android | \n", + "Android | \n", + "ASP.NET | \n", + "None | \n", + "None | \n", + "None | \n", + "Android Studio;IntelliJ | \n", + "Linux-based | \n", + "None | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "In real life (in person) | \n", + "None | \n", + "2017 | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per week | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Not sure | \n", + "A lot more welcome now than last year | \n", + "None | \n", + "21.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
\n", + " | MainBranch | \n", + "Hobbyist | \n", + "OpenSourcer | \n", + "OpenSource | \n", + "Employment | \n", + "Country | \n", + "Student | \n", + "EdLevel | \n", + "UndergradMajor | \n", + "EduOther | \n", + "OrgSize | \n", + "DevType | \n", + "YearsCode | \n", + "Age1stCode | \n", + "YearsCodePro | \n", + "CareerSat | \n", + "JobSat | \n", + "MgrIdiot | \n", + "MgrMoney | \n", + "MgrWant | \n", + "JobSeek | \n", + "LastHireDate | \n", + "LastInt | \n", + "FizzBuzz | \n", + "JobFactors | \n", + "ResumeUpdate | \n", + "CurrencySymbol | \n", + "CurrencyDesc | \n", + "CompTotal | \n", + "CompFreq | \n", + "ConvertedComp | \n", + "WorkWeekHrs | \n", + "WorkPlan | \n", + "WorkChallenge | \n", + "WorkRemote | \n", + "WorkLoc | \n", + "ImpSyn | \n", + "CodeRev | \n", + "CodeRevHrs | \n", + "UnitTests | \n", + "PurchaseHow | \n", + "PurchaseWhat | \n", + "LanguageWorkedWith | \n", + "LanguageDesireNextYear | \n", + "DatabaseWorkedWith | \n", + "DatabaseDesireNextYear | \n", + "PlatformWorkedWith | \n", + "PlatformDesireNextYear | \n", + "WebFrameWorkedWith | \n", + "WebFrameDesireNextYear | \n", + "MiscTechWorkedWith | \n", + "MiscTechDesireNextYear | \n", + "DevEnviron | \n", + "OpSys | \n", + "Containers | \n", + "BlockchainOrg | \n", + "BlockchainIs | \n", + "BetterLife | \n", + "ITperson | \n", + "OffOn | \n", + "SocialMedia | \n", + "Extraversion | \n", + "ScreenName | \n", + "SOVisit1st | \n", + "SOVisitFreq | \n", + "SOVisitTo | \n", + "SOFindAnswer | \n", + "SOTimeSaved | \n", + "SOHowMuchTime | \n", + "SOAccount | \n", + "SOPartFreq | \n", + "SOJobs | \n", + "EntTeams | \n", + "SOComm | \n", + "WelcomeChange | \n", + "SONewContent | \n", + "Age | \n", + "Gender | \n", + "Trans | \n", + "Sexuality | \n", + "Ethnicity | \n", + "Dependents | \n", + "SurveyLength | \n", + "SurveyEase | \n", + "
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Respondent | \n", + "\n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " | \n", + " |
8 | \n", + "I code primarily as a hobby | \n", + "Yes | \n", + "Less than once per year | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "None | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Computer science, computer engineering, or sof... | \n", + "Taught yourself a new language, framework, or ... | \n", + "None | \n", + "Developer, back-end;Engineer, site reliability | \n", + "8 | \n", + "16 | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "NaN | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "Bash/Shell/PowerShell;C;C++;Elixir;Erlang;Go;P... | \n", + "Cassandra;Elasticsearch;MongoDB;MySQL;Oracle;R... | \n", + "Cassandra;DynamoDB;Elasticsearch;Firebase;Mong... | \n", + "AWS;Docker;Heroku;Linux;MacOS;Slack | \n", + "Android;Arduino;AWS;Docker;Google Cloud Platfo... | \n", + "Express;Flask;React.js;Spring | \n", + "Django;Express;Flask;React.js;Vue.js | \n", + "Hadoop;Node.js;Pandas | \n", + "Ansible;Apache Spark;Chef;Hadoop;Node.js;Panda... | \n", + "Atom;IntelliJ;IPython / Jupyter;PyCharm;Visual... | \n", + "Linux-based | \n", + "Development;Testing;Production;Outside of work... | \n", + "None | \n", + "Useful across many domains and could change ma... | \n", + "Yes | \n", + "SIGH | \n", + "Yes | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Handle | \n", + "2012 | \n", + "A few times per week | \n", + "Find answers to specific questions;Learn how t... | \n", + "Less than once per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "A lot more welcome now than last year | \n", + "Tech articles written by other developers;Indu... | \n", + "24.0 | \n", + "Man | \n", + "No | \n", + "Straight / Heterosexual | \n", + "None | \n", + "None | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
10 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Master’s degree (MA, MS, M.Eng., MBA, etc.) | \n", + "None | \n", + "None | \n", + "10,000 or more employees | \n", + "Data or business analyst;Data scientist or mac... | \n", + "12 | \n", + "20 | \n", + "10 | \n", + "Slightly dissatisfied | \n", + "Slightly dissatisfied | \n", + "Somewhat confident | \n", + "Yes | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "3-4 years ago | \n", + "None | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "None | \n", + "INR | \n", + "Indian rupee | \n", + "950000.0 | \n", + "Yearly | \n", + "13293.0 | \n", + "70.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "None | \n", + "A few days each month | \n", + "Home | \n", + "Far above average | \n", + "Yes, because I see value in code review | \n", + "4.0 | \n", + "Yes, it's part of our process | \n", + "None | \n", + "None | \n", + "C#;Go;JavaScript;Python;R;SQL | \n", + "C#;Go;JavaScript;Kotlin;Python;R;SQL | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server;MyS... | \n", + "Elasticsearch;MongoDB;Microsoft SQL Server | \n", + "Linux;Windows | \n", + "Android;Linux;Raspberry Pi;Windows | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + "Angular/Angular.js;ASP.NET;Django;Express;Flas... | \n", + ".NET;Node.js;Pandas;Torch/PyTorch | \n", + ".NET;Node.js;TensorFlow;Torch/PyTorch | \n", + "Android Studio;Eclipse;IPython / Jupyter;Notep... | \n", + "Windows | \n", + "None | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "No | \n", + "Yes | \n", + "Yes | \n", + "YouTube | \n", + "Neither | \n", + "Screen Name | \n", + "None | \n", + "Multiple times per day | \n", + "Find answers to specific questions;Get a sense... | \n", + "3-5 times per week | \n", + "They were about the same | \n", + "None | \n", + "Yes | \n", + "A few times per month or weekly | \n", + "Yes | \n", + "No, and I don't know what those are | \n", + "Yes, somewhat | \n", + "Somewhat less welcome now than last year | \n", + "Tech articles written by other developers;Tech... | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Too long | \n", + "Difficult | \n", + "
15 | \n", + "I am a student who is learning to code | \n", + "Yes | \n", + "Never | \n", + "OSS is, on average, of HIGHER quality than pro... | \n", + "Not employed, but looking for work | \n", + "India | \n", + "Yes, full-time | \n", + "Secondary school (e.g. American high school, G... | \n", + "None | \n", + "Taken an online course in programming or softw... | \n", + "None | \n", + "Student | \n", + "3 | \n", + "13 | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "I’m not actively looking, but I am open to new... | \n", + "I've never had a job | \n", + "None | \n", + "None | \n", + "Industry that I'd be working in;Languages, fra... | \n", + "Something else changed (education, award, medi... | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "NaN | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "None | \n", + "NaN | \n", + "None | \n", + "None | \n", + "None | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;HTML/CSS;... | \n", + "Assembly;Bash/Shell/PowerShell;C;C++;C#;Go;HTM... | \n", + "MariaDB;MySQL;Oracle;SQLite | \n", + "MariaDB;MongoDB;Microsoft SQL Server;MySQL;Ora... | \n", + "Linux;Windows | \n", + "Android;Google Cloud Platform;iOS;Linux;MacOS;... | \n", + "None | \n", + "Angular/Angular.js;ASP.NET;Django;Drupal;jQuer... | \n", + "None | \n", + ".NET;.NET Core;Node.js;TensorFlow;Unity 3D;Unr... | \n", + "Atom;NetBeans;Notepad++;Sublime Text;Vim | \n", + "Linux-based | \n", + "Development | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "None | \n", + "2018 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "More than 10 times per week | \n", + "They were about the same | \n", + "None | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "Yes | \n", + "No, I've heard of them, but I am not part of a... | \n", + "Yes, somewhat | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Indu... | \n", + "20.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Too long | \n", + "Neither easy nor difficult | \n", + "
50 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Once a month or more often | \n", + "OSS is, on average, of LOWER quality than prop... | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Another engineering discipline (ex. civil, ele... | \n", + "Received on-the-job training in software devel... | \n", + "10,000 or more employees | \n", + "Developer, back-end;DevOps specialist | \n", + "7 | \n", + "15 | \n", + "2 | \n", + "Slightly satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "Not sure | \n", + "Yes | \n", + "I’m not actively looking, but I am open to new... | \n", + "1-2 years ago | \n", + "Write code by hand (e.g., on a whiteboard);Int... | \n", + "No | \n", + "Specific department or team I'd be working on;... | \n", + "I was preparing for a job search | \n", + "INR | \n", + "Indian rupee | \n", + "400000.0 | \n", + "Yearly | \n", + "5597.0 | \n", + "7.0 | \n", + "There is a schedule and/or spec (made by me or... | \n", + "Meetings;Time spent commuting | \n", + "Less than once per month / Never | \n", + "Other place, such as a coworking space or cafe | \n", + "Average | \n", + "No | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "The CTO, CIO, or other management purchase new... | \n", + "I have little or no influence | \n", + "Bash/Shell/PowerShell;C;C++;HTML/CSS;Java;Java... | \n", + "HTML/CSS;JavaScript;Python | \n", + "Elasticsearch;Firebase;MariaDB;MongoDB;MySQL;O... | \n", + "Firebase;PostgreSQL;Redis;Other(s): | \n", + "Arduino;AWS;Heroku;Linux;MacOS;Raspberry Pi;Wo... | \n", + "AWS;Docker;Heroku;Kubernetes;Linux;MacOS;WordP... | \n", + "Django;Express;Flask;jQuery | \n", + "Express;Flask;jQuery;React.js;Vue.js | \n", + "Node.js | \n", + "Node.js | \n", + "Notepad++;Visual Studio Code | \n", + "MacOS | \n", + "Testing | \n", + "Not at all | \n", + "Useful for immutable record keeping outside of... | \n", + "Yes | \n", + "Also Yes | \n", + "What? | \n", + "YouTube | \n", + "In real life (in person) | \n", + "Username | \n", + "2012 | \n", + "Daily or almost daily | \n", + "Find answers to specific questions;Learn how t... | \n", + "3-5 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "Less than once per month or monthly | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Yes, definitely | \n", + "Just as welcome now as I felt last year | \n", + "Tech articles written by other developers;Tech... | \n", + "23.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "South Asian | \n", + "No | \n", + "Too long | \n", + "Easy | \n", + "
65 | \n", + "I am a developer by profession | \n", + "Yes | \n", + "Never | \n", + "None | \n", + "Employed full-time | \n", + "India | \n", + "No | \n", + "Bachelor’s degree (BA, BS, B.Eng., etc.) | \n", + "Information systems, information technology, o... | \n", + "None | \n", + "20 to 99 employees | \n", + "Developer, front-end;Developer, mobile | \n", + "2 | \n", + "17 | \n", + "2 | \n", + "Very satisfied | \n", + "Very satisfied | \n", + "Very confident | \n", + "No | \n", + "Not sure | \n", + "I’m not actively looking, but I am open to new... | \n", + "Less than a year ago | \n", + "Write any code;Solve a brain-teaser style puzz... | \n", + "No | \n", + "Languages, frameworks, and other technologies ... | \n", + "My job status changed (promotion, new job, etc.) | \n", + "INR | \n", + "Indian rupee | \n", + "NaN | \n", + "Monthly | \n", + "NaN | \n", + "48.0 | \n", + "There's no schedule or spec; I work on what se... | \n", + "None | \n", + "About half the time | \n", + "Office | \n", + "Average | \n", + "Yes, because I see value in code review | \n", + "NaN | \n", + "Yes, it's not part of our process but the deve... | \n", + "Not sure | \n", + "None | \n", + "Assembly;C;C++;C#;HTML/CSS;Java | \n", + "Kotlin | \n", + "Firebase;MySQL;Oracle;SQLite | \n", + "Firebase;SQLite | \n", + "Android | \n", + "Android | \n", + "ASP.NET | \n", + "None | \n", + "None | \n", + "None | \n", + "Android Studio;IntelliJ | \n", + "Linux-based | \n", + "None | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Yes | \n", + "What? | \n", + "In real life (in person) | \n", + "None | \n", + "2017 | \n", + "Multiple times per day | \n", + "Find answers to specific questions | \n", + "More than 10 times per week | \n", + "Stack Overflow was slightly faster | \n", + "11-30 minutes | \n", + "Yes | \n", + "A few times per week | \n", + "No, I knew that Stack Overflow had a job board... | \n", + "No, and I don't know what those are | \n", + "Not sure | \n", + "A lot more welcome now than last year | \n", + "None | \n", + "21.0 | \n", + "Man | \n", + "No | \n", + "None | \n", + "None | \n", + "Yes | \n", + "Appropriate in length | \n", + "Neither easy nor difficult | \n", + "
\n", + " | title | \n", + "content | \n", + "user_id | \n", + "
---|---|---|---|
0 | \n", + "My Updated Post | \n", + "My first updated post!\\r\\n\\r\\nThis is exciting! | \n", + "1 | \n", + "
1 | \n", + "A Second Post | \n", + "This is a post from a different user... | \n", + "2 | \n", + "
2 | \n", + "Top 5 Programming Lanaguages | \n", + "Te melius apeirian postulant cum, labitur admo... | \n", + "1 | \n", + "
3 | \n", + "Sublime Text Tips and Tricks | \n", + "Ea vix dico modus voluptatibus, mel iudico sua... | \n", + "1 | \n", + "
4 | \n", + "Best Python IDEs | \n", + "Elit contentiones nam no, sea ut consul adipis... | \n", + "1 | \n", + "
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