| question,answer,type,columns_used,column_types,sample_answer | |
| Is the 'USA' the most common entry in the 'Geographies' column?,False,boolean,['Geographies'],['list[category]'],True | |
| Are there any participants who are unemployed with a bachelor's degree from Africa?,False,boolean,"['Labeled Clusters', 'Geographies']","['category', 'list[category]']",False | |
| Do all participants recommend Python as the first programming language?,False,boolean,['What programming language would you recommend an aspiring data scientist to learn first?'],['category'],False | |
| Are there more than 1000 participants who hope to become familiar with AWS in the next 2 years?,False,boolean,['Which of the following cloud computing platforms do you hope to become more familiar with in the next 2 years?'],['list[category]'],False | |
| How many unique job titles are represented in the dataset?,14,number,['Select the title most similar to your current role (or most recent title if retired)'],['category'],7 | |
| What's the median number of years participants have used machine learning methods?,1.5,number,['(Average) For how many years have you used machine learning methods?'],['number[double]'],0.5 | |
| How many participants are from the United Kingdom?,450,number,['In which country do you currently reside?'],['category'],1 | |
| What is the most common number of programming languages used by participants on a regular basis?,2,number,['What programming languages do you use on a regular basis?'],['list[category]'],3.0 | |
| What's the most common computing platform used for data science projects?,A laptop,category,['What type of computing platform do you use most often for your data science projects?'],['category'],A laptop | |
| What's the most common programming language used on a regular basis?,Python,category,['What programming languages do you use on a regular basis?'],['list[category]'],Python | |
| Which country has the second highest number of participants?,United States of America,category,['In which country do you currently reside?'],['category'],India | |
| Which title is the least common among participants?,Developer Relations/Advocacy,category,['Select the title most similar to your current role (or most recent title if retired)'],['category'],Business Analyst | |
| What are the top 4 geographies represented in the dataset?,"['India', 'USA', 'Western Europe', 'China - Japan - Korea']",list[category],['Geographies'],['list[category]'],"['USA', 'India', 'Other', 'Russia']" | |
| Name the top 3 general segments of participants.,"['Analysts', 'Data Scientists', 'Academics']",list[category],['General Segments'],['list[category]'],"['Student', 'Data Scientist', 'Data Analyst']" | |
| list the top 5 most common job titles.,"['Data Scientist', 'Software Engineer', 'Other', 'Data Analyst', 'Currently not employed']",list[category],['Select the title most similar to your current role (or most recent title if retired)'],['category'],"['Student', 'Data Scientist', 'Software Engineer', 'Other', 'Data Analyst']" | |
| Identify the top 6 programming languages used regularly.,"['Python', 'SQL', 'R', 'Javascript', 'C++', 'Java']",list[category],['What programming languages do you use on a regular basis?'],['list[category]'],"['Python', 'SQL', 'R', 'Java', 'C++', 'Javascript']" | |
| Report the top 4 age ranges of participants by frequency,"['25-29', '30-34', '22-24', '35-39']",list[number],['What is your age (years)?'],['category'],"['25-29', '22-24', '30-34', '35-39']" | |
| list the highest 3 years of machine learning experience.,"[19.83, 19.74, 19.68]",list[number],['(Average) For how many years have you used machine learning methods?'],['number[double]'],"[7.5, | |
| 4.5, | |
| 3.5]" | |
| Identify the 5 highest yearly compensations.,"[1000000, 1000000, 1000000, 1000000, 1000000]",list[number],['(Average) What is your current yearly compensation (approximate $USD)?'],['number[double]'],"[174999.5, | |
| 174999.5, | |
| 137499.5, | |
| 84999.5, | |
| 34999.5]" | |
| Report the 6 most common sizes of the company where participants work.,"[75.25, 74.4, 73.0, 73.0, 73.0, 73.0]",list[number],['What is the size of the company where you are employed?'],['category'],"['0-49 employees', '> 10,000 employees', '50-249 employees', '1000-9,999 employees', '250-999 employees', 'I am a student']" | |