Overview

Dataset statistics

Number of variables79
Number of observations73268
Missing cells1645776
Missing cells (%)28.4%
Total size in memory44.2 MiB
Average record size in memory632.0 B

Variable types

Numeric4
Categorical73
Unsupported2

Alerts

Employment has a high cardinality: 103 distinct valuesHigh cardinality
CodingActivities has a high cardinality: 63 distinct valuesHigh cardinality
LearnCode has a high cardinality: 737 distinct valuesHigh cardinality
LearnCodeOnline has a high cardinality: 7192 distinct valuesHigh cardinality
LearnCodeCoursesCert has a high cardinality: 206 distinct valuesHigh cardinality
YearsCode has a high cardinality: 52 distinct valuesHigh cardinality
YearsCodePro has a high cardinality: 52 distinct valuesHigh cardinality
DevType has a high cardinality: 9984 distinct valuesHigh cardinality
BuyNewTool has a high cardinality: 125 distinct valuesHigh cardinality
Country has a high cardinality: 180 distinct valuesHigh cardinality
Currency has a high cardinality: 142 distinct valuesHigh cardinality
LanguageHaveWorkedWith has a high cardinality: 25068 distinct valuesHigh cardinality
LanguageWantToWorkWith has a high cardinality: 23952 distinct valuesHigh cardinality
DatabaseHaveWorkedWith has a high cardinality: 4223 distinct valuesHigh cardinality
DatabaseWantToWorkWith has a high cardinality: 4291 distinct valuesHigh cardinality
PlatformHaveWorkedWith has a high cardinality: 1500 distinct valuesHigh cardinality
PlatformWantToWorkWith has a high cardinality: 1435 distinct valuesHigh cardinality
WebframeHaveWorkedWith has a high cardinality: 8259 distinct valuesHigh cardinality
WebframeWantToWorkWith has a high cardinality: 8884 distinct valuesHigh cardinality
MiscTechHaveWorkedWith has a high cardinality: 4205 distinct valuesHigh cardinality
MiscTechWantToWorkWith has a high cardinality: 5086 distinct valuesHigh cardinality
ToolsTechHaveWorkedWith has a high cardinality: 951 distinct valuesHigh cardinality
ToolsTechWantToWorkWith has a high cardinality: 1245 distinct valuesHigh cardinality
NEWCollabToolsHaveWorkedWith has a high cardinality: 15063 distinct valuesHigh cardinality
NEWCollabToolsWantToWorkWith has a high cardinality: 9188 distinct valuesHigh cardinality
OpSysProfessional use has a high cardinality: 55 distinct valuesHigh cardinality
OpSysPersonal use has a high cardinality: 56 distinct valuesHigh cardinality
OfficeStackAsyncHaveWorkedWith has a high cardinality: 1085 distinct valuesHigh cardinality
OfficeStackAsyncWantToWorkWith has a high cardinality: 825 distinct valuesHigh cardinality
OfficeStackSyncHaveWorkedWith has a high cardinality: 397 distinct valuesHigh cardinality
OfficeStackSyncWantToWorkWith has a high cardinality: 353 distinct valuesHigh cardinality
Ethnicity has a high cardinality: 1055 distinct valuesHigh cardinality
MentalHealth has a high cardinality: 57 distinct valuesHigh cardinality
ProfessionalTech has a high cardinality: 155 distinct valuesHigh cardinality
Employment is highly imbalanced (62.1%)Imbalance
VersionControlSystem is highly imbalanced (77.9%)Imbalance
OfficeStackSyncWantToWorkWith is highly imbalanced (53.3%)Imbalance
NEWSOSites is highly imbalanced (56.0%)Imbalance
Gender is highly imbalanced (84.6%)Imbalance
Trans is highly imbalanced (84.5%)Imbalance
Sexuality is highly imbalanced (77.7%)Imbalance
Ethnicity is highly imbalanced (55.5%)Imbalance
Accessibility is highly imbalanced (89.6%)Imbalance
MentalHealth is highly imbalanced (65.1%)Imbalance
Employment has 1559 (2.1%) missing valuesMissing
RemoteWork has 14310 (19.5%) missing valuesMissing
CodingActivities has 14369 (19.6%) missing valuesMissing
EdLevel has 1697 (2.3%) missing valuesMissing
LearnCode has 1688 (2.3%) missing valuesMissing
LearnCodeOnline has 22583 (30.8%) missing valuesMissing
LearnCodeCoursesCert has 43879 (59.9%) missing valuesMissing
YearsCode has 1937 (2.6%) missing valuesMissing
YearsCodePro has 21435 (29.3%) missing valuesMissing
DevType has 11966 (16.3%) missing valuesMissing
OrgSize has 22229 (30.3%) missing valuesMissing
PurchaseInfluence has 22299 (30.4%) missing valuesMissing
BuyNewTool has 5305 (7.2%) missing valuesMissing
Country has 1497 (2.0%) missing valuesMissing
Currency has 22004 (30.0%) missing valuesMissing
CompTotal has 34846 (47.6%) missing valuesMissing
CompFreq has 28843 (39.4%) missing valuesMissing
LanguageHaveWorkedWith has 2293 (3.1%) missing valuesMissing
LanguageWantToWorkWith has 6241 (8.5%) missing valuesMissing
DatabaseHaveWorkedWith has 13147 (17.9%) missing valuesMissing
DatabaseWantToWorkWith has 22254 (30.4%) missing valuesMissing
PlatformHaveWorkedWith has 23344 (31.9%) missing valuesMissing
PlatformWantToWorkWith has 32853 (44.8%) missing valuesMissing
WebframeHaveWorkedWith has 19724 (26.9%) missing valuesMissing
WebframeWantToWorkWith has 27146 (37.1%) missing valuesMissing
MiscTechHaveWorkedWith has 28276 (38.6%) missing valuesMissing
MiscTechWantToWorkWith has 36458 (49.8%) missing valuesMissing
ToolsTechHaveWorkedWith has 19097 (26.1%) missing valuesMissing
ToolsTechWantToWorkWith has 26702 (36.4%) missing valuesMissing
NEWCollabToolsHaveWorkedWith has 2921 (4.0%) missing valuesMissing
NEWCollabToolsWantToWorkWith has 9160 (12.5%) missing valuesMissing
OpSysProfessional use has 7765 (10.6%) missing valuesMissing
OpSysPersonal use has 2305 (3.1%) missing valuesMissing
VersionControlSystem has 1889 (2.6%) missing valuesMissing
VCInteraction has 5112 (7.0%) missing valuesMissing
VCHostingPersonal use has 73268 (100.0%) missing valuesMissing
VCHostingProfessional use has 73268 (100.0%) missing valuesMissing
OfficeStackAsyncHaveWorkedWith has 27045 (36.9%) missing valuesMissing
OfficeStackAsyncWantToWorkWith has 41196 (56.2%) missing valuesMissing
OfficeStackSyncHaveWorkedWith has 11140 (15.2%) missing valuesMissing
OfficeStackSyncWantToWorkWith has 25580 (34.9%) missing valuesMissing
Blockchain has 2197 (3.0%) missing valuesMissing
NEWSOSites has 1903 (2.6%) missing valuesMissing
SOVisitFreq has 2307 (3.1%) missing valuesMissing
SOAccount has 1696 (2.3%) missing valuesMissing
SOPartFreq has 15039 (20.5%) missing valuesMissing
SOComm has 1860 (2.5%) missing valuesMissing
Age has 2322 (3.2%) missing valuesMissing
Gender has 2415 (3.3%) missing valuesMissing
Trans has 2953 (4.0%) missing valuesMissing
Sexuality has 6703 (9.1%) missing valuesMissing
Ethnicity has 3794 (5.2%) missing valuesMissing
Accessibility has 6024 (8.2%) missing valuesMissing
MentalHealth has 6821 (9.3%) missing valuesMissing
TBranch has 20598 (28.1%) missing valuesMissing
ICorPM has 36985 (50.5%) missing valuesMissing
WorkExp has 36499 (49.8%) missing valuesMissing
Knowledge_1 has 37464 (51.1%) missing valuesMissing
Knowledge_2 has 38295 (52.3%) missing valuesMissing
Knowledge_3 has 38135 (52.0%) missing valuesMissing
Knowledge_4 has 38171 (52.1%) missing valuesMissing
Knowledge_5 has 38254 (52.2%) missing valuesMissing
Knowledge_6 has 38277 (52.2%) missing valuesMissing
Knowledge_7 has 38291 (52.3%) missing valuesMissing
Frequency_1 has 37897 (51.7%) missing valuesMissing
Frequency_2 has 37924 (51.8%) missing valuesMissing
Frequency_3 has 38753 (52.9%) missing valuesMissing
TimeSearching has 37070 (50.6%) missing valuesMissing
TimeAnswering has 37246 (50.8%) missing valuesMissing
Onboarding has 37589 (51.3%) missing valuesMissing
ProfessionalTech has 38362 (52.4%) missing valuesMissing
TrueFalse_1 has 37449 (51.1%) missing valuesMissing
TrueFalse_2 has 37553 (51.3%) missing valuesMissing
TrueFalse_3 has 37519 (51.2%) missing valuesMissing
SurveyLength has 2824 (3.9%) missing valuesMissing
SurveyEase has 2760 (3.8%) missing valuesMissing
ConvertedCompYearly has 35197 (48.0%) missing valuesMissing
CompTotal is highly skewed (γ1 = 196.0153055)Skewed
ConvertedCompYearly is highly skewed (γ1 = 24.52871338)Skewed
ResponseId has unique valuesUnique
VCHostingPersonal use is an unsupported type, check if it needs cleaning or further analysisUnsupported
VCHostingProfessional use is an unsupported type, check if it needs cleaning or further analysisUnsupported

Reproduction

Analysis started2023-02-17 06:39:08.237354
Analysis finished2023-02-17 06:39:10.712658
Duration2.48 seconds
Software versionydata-profiling vv4.0.0
Download configurationconfig.json

Variables

ResponseId
Real number (ℝ)

Distinct73268
Distinct (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36634.5
Minimum1
Maximum73268
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size572.5 KiB
2023-02-17T14:39:10.853516image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile3664.35
Q118317.75
median36634.5
Q354951.25
95-th percentile69604.65
Maximum73268
Range73267
Interquartile range (IQR)36633.5

Descriptive statistics

Standard deviation21150.7941
Coefficient of variation (CV)0.5773463292
Kurtosis-1.2
Mean36634.5
Median Absolute Deviation (MAD)18317
Skewness4.616080691 × 10-17
Sum2684136546
Variance447356091
MonotonicityStrictly increasing
2023-02-17T14:39:11.037812image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1 1
 
< 0.1%
48844 1
 
< 0.1%
48850 1
 
< 0.1%
48849 1
 
< 0.1%
48848 1
 
< 0.1%
48847 1
 
< 0.1%
48846 1
 
< 0.1%
48845 1
 
< 0.1%
48843 1
 
< 0.1%
48852 1
 
< 0.1%
Other values (73258) 73258
> 99.9%
ValueCountFrequency (%)
1 1
< 0.1%
2 1
< 0.1%
3 1
< 0.1%
4 1
< 0.1%
5 1
< 0.1%
ValueCountFrequency (%)
73268 1
< 0.1%
73267 1
< 0.1%
73266 1
< 0.1%
73265 1
< 0.1%
73264 1
< 0.1%

MainBranch
Categorical

Distinct6
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size572.5 KiB
I am a developer by profession
53507 
I am learning to code
6309 
I am not primarily a developer, but I write code sometimes as part of my work
5794 
I code primarily as a hobby
 
4865
None of these
 
1497

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNone of these
2nd rowI am a developer by profession
3rd rowI am not primarily a developer, but I write code sometimes as part of my work
4th rowI am a developer by profession
5th rowI am a developer by profession

Common Values

ValueCountFrequency (%)
I am a developer by profession 53507
73.0%
I am learning to code 6309
 
8.6%
I am not primarily a developer, but I write code sometimes as part of my work 5794
 
7.9%
I code primarily as a hobby 4865
 
6.6%
None of these 1497
 
2.0%
I used to be a developer by profession, but no longer am 1296
 
1.8%

Common Values (Plot)

2023-02-17T14:39:11.202540image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Employment
Categorical

HIGH CARDINALITY  IMBALANCE  MISSING 

Distinct103
Distinct (%)0.1%
Missing1559
Missing (%)2.1%
Memory size572.5 KiB
Employed, full-time
42962 
Student, full-time
6756 
Independent contractor, freelancer, or self-employed
4978 
Employed, full-time;Independent contractor, freelancer, or self-employed
 
3486
Not employed, but looking for work
 
1831
Other values (98)
11696 

Unique

Unique24 ?
Unique (%)< 0.1%

Sample

1st rowEmployed, full-time
2nd rowEmployed, full-time
3rd rowEmployed, full-time
4th rowEmployed, full-time
5th rowStudent, full-time

Common Values

ValueCountFrequency (%)
Employed, full-time 42962
58.6%
Student, full-time 6756
 
9.2%
Independent contractor, freelancer, or self-employed 4978
 
6.8%
Employed, full-time;Independent contractor, freelancer, or self-employed 3486
 
4.8%
Not employed, but looking for work 1831
 
2.5%
Student, full-time;Employed, part-time 1168
 
1.6%
Employed, part-time 1132
 
1.5%
Student, part-time 1045
 
1.4%
Employed, full-time;Student, full-time 972
 
1.3%
Employed, full-time;Student, part-time 946
 
1.3%
Other values (93) 6433
 
8.8%
(Missing) 1559
 
2.1%

RemoteWork
Categorical

Distinct3
Distinct (%)< 0.1%
Missing14310
Missing (%)19.5%
Memory size572.5 KiB
Fully remote
25341 
Hybrid (some remote, some in-person)
25021 
Full in-person
8596 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowFully remote
2nd rowHybrid (some remote, some in-person)
3rd rowFully remote
4th rowHybrid (some remote, some in-person)
5th rowHybrid (some remote, some in-person)

Common Values

ValueCountFrequency (%)
Fully remote 25341
34.6%
Hybrid (some remote, some in-person) 25021
34.1%
Full in-person 8596
 
11.7%
(Missing) 14310
19.5%

Common Values (Plot)

2023-02-17T14:39:11.350002image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

CodingActivities
Categorical

HIGH CARDINALITY  MISSING 

Distinct63
Distinct (%)0.1%
Missing14369
Missing (%)19.6%
Memory size572.5 KiB
Hobby
18118 
I don’t code outside of work
7311 
Hobby;Contribute to open-source projects
6549 
Hobby;Freelance/contract work
3554 
Hobby;School or academic work
3016 
Other values (58)
20351 

Unique

Unique3 ?
Unique (%)< 0.1%

Sample

1st rowHobby;Contribute to open-source projects
2nd rowHobby
3rd rowI don’t code outside of work
4th rowHobby
5th rowI don’t code outside of work

Common Values

ValueCountFrequency (%)
Hobby 18118
24.7%
I don’t code outside of work 7311
10.0%
Hobby;Contribute to open-source projects 6549
 
8.9%
Hobby;Freelance/contract work 3554
 
4.9%
Hobby;School or academic work 3016
 
4.1%
Freelance/contract work 2189
 
3.0%
Hobby;Bootstrapping a business 2136
 
2.9%
Hobby;Contribute to open-source projects;Freelance/contract work 2028
 
2.8%
Hobby;Contribute to open-source projects;School or academic work 1254
 
1.7%
School or academic work 1208
 
1.6%
Other values (53) 11536
15.7%
(Missing) 14369
19.6%

EdLevel
Categorical

Distinct9
Distinct (%)< 0.1%
Missing1697
Missing (%)2.3%
Memory size572.5 KiB
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
30276 
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
15486 
Some college/university study without earning a degree
9326 
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
7904 
Associate degree (A.A., A.S., etc.)
 
2236
Other values (4)
6343 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowMaster’s degree (M.A., M.S., M.Eng., MBA, etc.)
2nd rowBachelor’s degree (B.A., B.S., B.Eng., etc.)
3rd rowBachelor’s degree (B.A., B.S., B.Eng., etc.)
4th rowMaster’s degree (M.A., M.S., M.Eng., MBA, etc.)
5th rowSecondary school (e.g. American high school, German Realschule or Gymnasium, etc.)

Common Values

ValueCountFrequency (%)
Bachelor’s degree (B.A., B.S., B.Eng., etc.) 30276
41.3%
Master’s degree (M.A., M.S., M.Eng., MBA, etc.) 15486
21.1%
Some college/university study without earning a degree 9326
 
12.7%
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.) 7904
 
10.8%
Associate degree (A.A., A.S., etc.) 2236
 
3.1%
Other doctoral degree (Ph.D., Ed.D., etc.) 2169
 
3.0%
Primary/elementary school 1806
 
2.5%
Something else 1247
 
1.7%
Professional degree (JD, MD, etc.) 1121
 
1.5%
(Missing) 1697
 
2.3%

Common Values (Plot)

2023-02-17T14:39:11.502660image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

LearnCode
Categorical

HIGH CARDINALITY  MISSING 

Distinct737
Distinct (%)1.0%
Missing1688
Missing (%)2.3%
Memory size572.5 KiB
School (i.e., University, College, etc)
 
3669
Other online resources (e.g., videos, blogs, forum)
 
3292
Books / Physical media;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc)
 
2873
Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc)
 
2697
Books / Physical media;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc);On the job training;Online Courses or Certification
 
2392
Other values (732)
56657 

Unique

Unique95 ?
Unique (%)0.1%

Sample

1st rowBooks / Physical media;Friend or family member;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc)
2nd rowBooks / Physical media;School (i.e., University, College, etc)
3rd rowOther online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc);On the job training
4th rowBooks / Physical media;School (i.e., University, College, etc)
5th rowOther online resources (e.g., videos, blogs, forum)

Common Values

ValueCountFrequency (%)
School (i.e., University, College, etc) 3669
 
5.0%
Other online resources (e.g., videos, blogs, forum) 3292
 
4.5%
Books / Physical media;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc) 2873
 
3.9%
Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc) 2697
 
3.7%
Books / Physical media;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc);On the job training;Online Courses or Certification 2392
 
3.3%
Books / Physical media;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc);Online Courses or Certification 2357
 
3.2%
Books / Physical media;Other online resources (e.g., videos, blogs, forum) 2124
 
2.9%
Books / Physical media;Other online resources (e.g., videos, blogs, forum);Online Courses or Certification 1936
 
2.6%
Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc);Online Courses or Certification 1933
 
2.6%
Books / Physical media;Other online resources (e.g., videos, blogs, forum);School (i.e., University, College, etc);On the job training 1918
 
2.6%
Other values (727) 46389
63.3%

LearnCodeOnline
Categorical

HIGH CARDINALITY  MISSING 

Distinct7192
Distinct (%)14.2%
Missing22583
Missing (%)30.8%
Memory size572.5 KiB
Technical documentation;Blogs;Written Tutorials;Stack Overflow
 
715
Technical documentation;Blogs;Written Tutorials;Stack Overflow;Online forum
 
706
Technical documentation;Blogs;Stack Overflow
 
589
Technical documentation;Blogs;Written Tutorials;Stack Overflow;Online books;Online forum
 
530
Technical documentation;Blogs;Written Tutorials;Stack Overflow;Online books
 
447
Other values (7187)
47698 

Unique

Unique3367 ?
Unique (%)6.6%

Sample

1st rowTechnical documentation;Blogs;Programming Games;Written Tutorials;Stack Overflow
2nd rowTechnical documentation;Blogs;Stack Overflow;Online books;Video-based Online Courses;Online challenges (e.g., daily or weekly coding challenges)
3rd rowStack Overflow;Video-based Online Courses
4th rowTechnical documentation;Blogs;Written Tutorials;Stack Overflow;Online books;Online forum
5th rowTechnical documentation;Blogs;Written Tutorials;Stack Overflow;Video-based Online Courses;How-to videos;Written-based Online Courses

Common Values

ValueCountFrequency (%)
Technical documentation;Blogs;Written Tutorials;Stack Overflow 715
 
1.0%
Technical documentation;Blogs;Written Tutorials;Stack Overflow;Online forum 706
 
1.0%
Technical documentation;Blogs;Stack Overflow 589
 
0.8%
Technical documentation;Blogs;Written Tutorials;Stack Overflow;Online books;Online forum 530
 
0.7%
Technical documentation;Blogs;Written Tutorials;Stack Overflow;Online books 447
 
0.6%
Technical documentation;Blogs;Written Tutorials;Stack Overflow;Online forum;How-to videos 430
 
0.6%
Technical documentation;Blogs;Stack Overflow;How-to videos 398
 
0.5%
Technical documentation;Blogs;Stack Overflow;Online forum 374
 
0.5%
Technical documentation;Blogs;Written Tutorials;Stack Overflow;How-to videos 370
 
0.5%
Technical documentation;Blogs;Stack Overflow;Video-based Online Courses;How-to videos 365
 
0.5%
Other values (7182) 45761
62.5%
(Missing) 22583
30.8%

LearnCodeCoursesCert
Categorical

HIGH CARDINALITY  MISSING 

Distinct206
Distinct (%)0.7%
Missing43879
Missing (%)59.9%
Memory size572.5 KiB
Udemy
5643 
Other
2594 
Coursera;Udemy
1893 
Udemy;Codecademy
 
1472
Udemy;Pluralsight
 
1402
Other values (201)
16385 

Unique

Unique28 ?
Unique (%)0.1%

Sample

1st rowCoursera;Udemy
2nd rowUdemy;Codecademy
3rd rowCoursera;Pluralsight
4th rowCoursera;Udemy;Codecademy;edX;Udacity
5th rowCoursera;Udemy;Pluralsight;edX

Common Values

ValueCountFrequency (%)
Udemy 5643
 
7.7%
Other 2594
 
3.5%
Coursera;Udemy 1893
 
2.6%
Udemy;Codecademy 1472
 
2.0%
Udemy;Pluralsight 1402
 
1.9%
Udemy;Other 1147
 
1.6%
Coursera 1106
 
1.5%
Codecademy 1066
 
1.5%
Pluralsight 1015
 
1.4%
Coursera;Udemy;Codecademy 723
 
1.0%
Other values (196) 11328
 
15.5%
(Missing) 43879
59.9%

YearsCode
Categorical

HIGH CARDINALITY  MISSING 

Distinct52
Distinct (%)0.1%
Missing1937
Missing (%)2.6%
Memory size572.5 KiB
10
5217 
5
5193 
6
 
4651
4
 
4480
7
 
4237
Other values (47)
47553 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row14
2nd row20
3rd row8
4th row15
5th row3

Common Values

ValueCountFrequency (%)
10 5217
 
7.1%
5 5193
 
7.1%
6 4651
 
6.3%
4 4480
 
6.1%
7 4237
 
5.8%
8 4227
 
5.8%
3 4122
 
5.6%
2 3351
 
4.6%
12 2995
 
4.1%
15 2962
 
4.0%
Other values (42) 29896
40.8%

YearsCodePro
Categorical

HIGH CARDINALITY  MISSING 

Distinct52
Distinct (%)0.1%
Missing21435
Missing (%)29.3%
Memory size572.5 KiB
3
4261 
5
4057 
2
3945 
4
3884 
10
3333 
Other values (47)
32353 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row5
2nd row17
3rd row3
4th row6
5th row30

Common Values

ValueCountFrequency (%)
3 4261
 
5.8%
5 4057
 
5.5%
2 3945
 
5.4%
4 3884
 
5.3%
10 3333
 
4.5%
6 3184
 
4.3%
7 2760
 
3.8%
8 2646
 
3.6%
1 2644
 
3.6%
Less than 1 year 1972
 
2.7%
Other values (42) 19147
26.1%
(Missing) 21435
29.3%

DevType
Categorical

HIGH CARDINALITY  MISSING 

Distinct9984
Distinct (%)16.3%
Missing11966
Missing (%)16.3%
Memory size572.5 KiB
Developer, full-stack
7142 
Developer, back-end
5301 
Developer, front-end
 
2385
Developer, front-end;Developer, full-stack;Developer, back-end
 
1807
Developer, full-stack;Developer, back-end
 
1535
Other values (9979)
43132 

Unique

Unique7467 ?
Unique (%)12.2%

Sample

1st rowData scientist or machine learning specialist;Developer, front-end;Engineer, data;Engineer, site reliability
2nd rowDeveloper, full-stack
3rd rowDeveloper, front-end;Developer, full-stack;Developer, back-end;Developer, desktop or enterprise applications;Developer, QA or test
4th rowDeveloper, full-stack;Student
5th rowDeveloper, back-end

Common Values

ValueCountFrequency (%)
Developer, full-stack 7142
 
9.7%
Developer, back-end 5301
 
7.2%
Developer, front-end 2385
 
3.3%
Developer, front-end;Developer, full-stack;Developer, back-end 1807
 
2.5%
Developer, full-stack;Developer, back-end 1535
 
2.1%
Developer, mobile 1492
 
2.0%
Other (please specify): 1229
 
1.7%
Student 976
 
1.3%
Developer, front-end;Developer, full-stack 941
 
1.3%
Developer, desktop or enterprise applications 758
 
1.0%
Other values (9974) 37736
51.5%
(Missing) 11966
 
16.3%

OrgSize
Categorical

Distinct10
Distinct (%)< 0.1%
Missing22229
Missing (%)30.3%
Memory size572.5 KiB
20 to 99 employees
10343 
100 to 499 employees
9289 
10,000 or more employees
6922 
1,000 to 4,999 employees
5736 
2 to 9 employees
4887 
Other values (5)
13862 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row20 to 99 employees
2nd row100 to 499 employees
3rd row20 to 99 employees
4th rowI don’t know
5th rowJust me - I am a freelancer, sole proprietor, etc.

Common Values

ValueCountFrequency (%)
20 to 99 employees 10343
14.1%
100 to 499 employees 9289
12.7%
10,000 or more employees 6922
 
9.4%
1,000 to 4,999 employees 5736
 
7.8%
2 to 9 employees 4887
 
6.7%
10 to 19 employees 4251
 
5.8%
500 to 999 employees 3645
 
5.0%
Just me - I am a freelancer, sole proprietor, etc. 2771
 
3.8%
5,000 to 9,999 employees 2189
 
3.0%
I don’t know 1006
 
1.4%
(Missing) 22229
30.3%

Common Values (Plot)

2023-02-17T14:39:11.711398image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

PurchaseInfluence
Categorical

Distinct3
Distinct (%)< 0.1%
Missing22299
Missing (%)30.4%
Memory size572.5 KiB
I have some influence
21991 
I have little or no influence
17345 
I have a great deal of influence
11633 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowI have some influence
2nd rowI have some influence
3rd rowI have some influence
4th rowI have little or no influence
5th rowI have a great deal of influence

Common Values

ValueCountFrequency (%)
I have some influence 21991
30.0%
I have little or no influence 17345
23.7%
I have a great deal of influence 11633
15.9%
(Missing) 22299
30.4%

Common Values (Plot)

2023-02-17T14:39:11.879872image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

BuyNewTool
Categorical

HIGH CARDINALITY  MISSING 

Distinct125
Distinct (%)0.2%
Missing5305
Missing (%)7.2%
Memory size572.5 KiB
Start a free trial;Visit developer communities like Stack Overflow;Ask developers I know/work with
11787 
Start a free trial;Ask developers I know/work with
7454 
Start a free trial;Visit developer communities like Stack Overflow;Ask developers I know/work with;Read ratings or reviews on third party sites like G2Crowd
5377 
Start a free trial
5210 
Visit developer communities like Stack Overflow;Ask developers I know/work with
4886 
Other values (120)
33249 

Unique

Unique9 ?
Unique (%)< 0.1%

Sample

1st rowOther (please specify):
2nd rowStart a free trial;Visit developer communities like Stack Overflow
3rd rowOther (please specify):
4th rowStart a free trial;Visit developer communities like Stack Overflow
5th rowStart a free trial

Common Values

ValueCountFrequency (%)
Start a free trial;Visit developer communities like Stack Overflow;Ask developers I know/work with 11787
16.1%
Start a free trial;Ask developers I know/work with 7454
 
10.2%
Start a free trial;Visit developer communities like Stack Overflow;Ask developers I know/work with;Read ratings or reviews on third party sites like G2Crowd 5377
 
7.3%
Start a free trial 5210
 
7.1%
Visit developer communities like Stack Overflow;Ask developers I know/work with 4886
 
6.7%
Start a free trial;Visit developer communities like Stack Overflow 4192
 
5.7%
Ask developers I know/work with 2555
 
3.5%
Visit developer communities like Stack Overflow 2441
 
3.3%
Start a free trial;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd 2215
 
3.0%
Start a free trial;Ask developers I know/work with;Read ratings or reviews on third party sites like G2Crowd 2023
 
2.8%
Other values (115) 19823
27.1%
(Missing) 5305
 
7.2%

Country
Categorical

HIGH CARDINALITY  MISSING 

Distinct180
Distinct (%)0.3%
Missing1497
Missing (%)2.0%
Memory size572.5 KiB
United States of America
13543 
India
6639 
Germany
5395 
United Kingdom of Great Britain and Northern Ireland
4190 
Canada
 
2490
Other values (175)
39514 

Unique

Unique8 ?
Unique (%)< 0.1%

Sample

1st rowCanada
2nd rowUnited Kingdom of Great Britain and Northern Ireland
3rd rowIsrael
4th rowUnited States of America
5th rowGermany

Common Values

ValueCountFrequency (%)
United States of America 13543
18.5%
India 6639
 
9.1%
Germany 5395
 
7.4%
United Kingdom of Great Britain and Northern Ireland 4190
 
5.7%
Canada 2490
 
3.4%
France 2328
 
3.2%
Brazil 2109
 
2.9%
Poland 1732
 
2.4%
Netherlands 1555
 
2.1%
Spain 1521
 
2.1%
Other values (170) 30269
41.3%

Currency
Categorical

HIGH CARDINALITY  MISSING 

Distinct142
Distinct (%)0.3%
Missing22004
Missing (%)30.0%
Memory size572.5 KiB
EUR European Euro
12634 
USD United States dollar
12346 
INR Indian rupee
4229 
GBP Pound sterling
3318 
CAD Canadian dollar
1847 
Other values (137)
16890 

Unique

Unique15 ?
Unique (%)< 0.1%

Sample

1st rowCAD Canadian dollar
2nd rowGBP Pound sterling
3rd rowILS Israeli new shekel
4th rowUSD United States dollar
5th rowEUR European Euro

Common Values

ValueCountFrequency (%)
EUR European Euro 12634
17.2%
USD United States dollar 12346
16.9%
INR Indian rupee 4229
 
5.8%
GBP Pound sterling 3318
 
4.5%
CAD Canadian dollar 1847
 
2.5%
BRL Brazilian real 1449
 
2.0%
PLN Polish zloty 1145
 
1.6%
AUD Australian dollar 1109
 
1.5%
SEK Swedish krona 781
 
1.1%
RUB Russian ruble 736
 
1.0%
Other values (132) 11670
15.9%
(Missing) 22004
30.0%

CompTotal
Real number (ℝ)

MISSING  SKEWED 

Distinct3179
Distinct (%)8.3%
Missing34846
Missing (%)47.6%
Infinite0
Infinite (%)0.0%
Mean2.342434022 × 1052
Minimum0
Maximum9 × 1056
Zeros101
Zeros (%)0.1%
Negative0
Negative (%)0.0%
Memory size572.5 KiB
2023-02-17T14:39:12.012446image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2200
Q130000
median77500
Q3154000
95-th percentile1800000
Maximum9 × 1056
Range9 × 1056
Interquartile range (IQR)124000

Descriptive statistics

Standard deviation4.591478188 × 1054
Coefficient of variation (CV)196.0131276
Kurtosis38421.99999
Mean2.342434022 × 1052
Median Absolute Deviation (MAD)61500
Skewness196.0153055
Sum9.0001 × 1056
Variance2.108167195 × 10109
MonotonicityNot monotonic
2023-02-17T14:39:12.149524image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
100000 980
 
1.3%
150000 789
 
1.1%
60000 752
 
1.0%
120000 745
 
1.0%
50000 733
 
1.0%
80000 696
 
0.9%
200000 673
 
0.9%
70000 641
 
0.9%
90000 571
 
0.8%
40000 553
 
0.8%
Other values (3169) 31289
42.7%
(Missing) 34846
47.6%
ValueCountFrequency (%)
0 101
0.1%
1 10
 
< 0.1%
2 4
 
< 0.1%
3 2
 
< 0.1%
4 2
 
< 0.1%
ValueCountFrequency (%)
9 × 10561
< 0.1%
1 × 10521
< 0.1%
1 × 10221
< 0.1%
1 × 10151
< 0.1%
5 × 10121
< 0.1%

CompFreq
Categorical

Distinct3
Distinct (%)< 0.1%
Missing28843
Missing (%)39.4%
Memory size572.5 KiB
Yearly
23267 
Monthly
19983 
Weekly
 
1175

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowYearly
2nd rowMonthly
3rd rowYearly
4th rowYearly
5th rowYearly

Common Values

ValueCountFrequency (%)
Yearly 23267
31.8%
Monthly 19983
27.3%
Weekly 1175
 
1.6%
(Missing) 28843
39.4%

Common Values (Plot)

2023-02-17T14:39:12.290387image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

LanguageHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct25068
Distinct (%)35.3%
Missing2293
Missing (%)3.1%
Memory size572.5 KiB
HTML/CSS;JavaScript;TypeScript
 
1250
Python
 
962
HTML/CSS;JavaScript
 
914
HTML/CSS;JavaScript;PHP;SQL
 
745
C#;HTML/CSS;JavaScript;SQL;TypeScript
 
570
Other values (25063)
66534 

Unique

Unique19602 ?
Unique (%)27.6%

Sample

1st rowJavaScript;TypeScript
2nd rowC#;C++;HTML/CSS;JavaScript;Python
3rd rowC#;JavaScript;SQL;TypeScript
4th rowC#;HTML/CSS;JavaScript;SQL;Swift;TypeScript
5th rowC++;Lua

Common Values

ValueCountFrequency (%)
HTML/CSS;JavaScript;TypeScript 1250
 
1.7%
Python 962
 
1.3%
HTML/CSS;JavaScript 914
 
1.2%
HTML/CSS;JavaScript;PHP;SQL 745
 
1.0%
C#;HTML/CSS;JavaScript;SQL;TypeScript 570
 
0.8%
C# 541
 
0.7%
Java 537
 
0.7%
C#;HTML/CSS;JavaScript;SQL 520
 
0.7%
HTML/CSS;JavaScript;Python 482
 
0.7%
JavaScript;TypeScript 479
 
0.7%
Other values (25058) 63975
87.3%
(Missing) 2293
 
3.1%

LanguageWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct23952
Distinct (%)35.7%
Missing6241
Missing (%)8.5%
Memory size572.5 KiB
Python
 
1021
HTML/CSS;JavaScript;TypeScript
 
945
Rust
 
825
C#
 
568
Go
 
495
Other values (23947)
63173 

Unique

Unique18709 ?
Unique (%)27.9%

Sample

1st rowRust;TypeScript
2nd rowC#;C++;HTML/CSS;JavaScript;TypeScript
3rd rowC#;SQL;TypeScript
4th rowC#;Elixir;F#;Go;JavaScript;Rust;TypeScript
5th rowLua

Common Values

ValueCountFrequency (%)
Python 1021
 
1.4%
HTML/CSS;JavaScript;TypeScript 945
 
1.3%
Rust 825
 
1.1%
C# 568
 
0.8%
Go 495
 
0.7%
Java 412
 
0.6%
JavaScript;TypeScript 402
 
0.5%
HTML/CSS;JavaScript 385
 
0.5%
C#;HTML/CSS;JavaScript;SQL;TypeScript 383
 
0.5%
Kotlin 364
 
0.5%
Other values (23942) 61227
83.6%
(Missing) 6241
 
8.5%

DatabaseHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct4223
Distinct (%)7.0%
Missing13147
Missing (%)17.9%
Memory size572.5 KiB
MySQL
 
3563
PostgreSQL
 
3519
Microsoft SQL Server
 
3238
SQLite
 
2022
MongoDB
 
1655
Other values (4218)
46124 

Unique

Unique2228 ?
Unique (%)3.7%

Sample

1st rowMicrosoft SQL Server
2nd rowMicrosoft SQL Server
3rd rowCloud Firestore;Elasticsearch;Microsoft SQL Server;Firebase Realtime Database
4th rowCloud Firestore;MongoDB;Firebase Realtime Database
5th rowMongoDB;MySQL

Common Values

ValueCountFrequency (%)
MySQL 3563
 
4.9%
PostgreSQL 3519
 
4.8%
Microsoft SQL Server 3238
 
4.4%
SQLite 2022
 
2.8%
MongoDB 1655
 
2.3%
PostgreSQL;SQLite 1123
 
1.5%
MySQL;SQLite 1025
 
1.4%
MySQL;PostgreSQL 998
 
1.4%
MongoDB;MySQL 990
 
1.4%
PostgreSQL;Redis 980
 
1.3%
Other values (4213) 41008
56.0%
(Missing) 13147
 
17.9%

DatabaseWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct4291
Distinct (%)8.4%
Missing22254
Missing (%)30.4%
Memory size572.5 KiB
PostgreSQL
3994 
Microsoft SQL Server
 
2025
MongoDB
 
1850
MySQL
 
1806
SQLite
 
1532
Other values (4286)
39807 

Unique

Unique2366 ?
Unique (%)4.6%

Sample

1st rowMicrosoft SQL Server
2nd rowMicrosoft SQL Server
3rd rowCloud Firestore;Elasticsearch;Firebase Realtime Database;Redis
4th rowMySQL;Oracle;PostgreSQL
5th rowNeo4j;PostgreSQL

Common Values

ValueCountFrequency (%)
PostgreSQL 3994
 
5.5%
Microsoft SQL Server 2025
 
2.8%
MongoDB 1850
 
2.5%
MySQL 1806
 
2.5%
SQLite 1532
 
2.1%
PostgreSQL;Redis 1471
 
2.0%
PostgreSQL;SQLite 1362
 
1.9%
MongoDB;PostgreSQL 854
 
1.2%
PostgreSQL;Redis;SQLite 693
 
0.9%
MongoDB;MySQL 673
 
0.9%
Other values (4281) 34754
47.4%
(Missing) 22254
30.4%

PlatformHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct1500
Distinct (%)3.0%
Missing23344
Missing (%)31.9%
Memory size572.5 KiB
AWS
8719 
Microsoft Azure
4989 
Google Cloud
 
2306
AWS;Microsoft Azure
 
2039
Heroku
 
2003
Other values (1495)
29868 

Unique

Unique708 ?
Unique (%)1.4%

Sample

1st rowFirebase;Microsoft Azure
2nd rowAWS;Google Cloud;Heroku
3rd rowDigitalOcean;Firebase
4th rowAWS;Microsoft Azure
5th rowAWS;Microsoft Azure

Common Values

ValueCountFrequency (%)
AWS 8719
 
11.9%
Microsoft Azure 4989
 
6.8%
Google Cloud 2306
 
3.1%
AWS;Microsoft Azure 2039
 
2.8%
Heroku 2003
 
2.7%
Firebase 1951
 
2.7%
AWS;Google Cloud 1695
 
2.3%
AWS;Heroku 1195
 
1.6%
DigitalOcean 1122
 
1.5%
AWS;DigitalOcean 949
 
1.3%
Other values (1490) 22956
31.3%
(Missing) 23344
31.9%

PlatformWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct1435
Distinct (%)3.6%
Missing32853
Missing (%)44.8%
Memory size572.5 KiB
AWS
7350 
Microsoft Azure
3568 
AWS;Google Cloud
 
2025
AWS;Microsoft Azure
 
2000
Google Cloud
 
1957
Other values (1430)
23515 

Unique

Unique716 ?
Unique (%)1.8%

Sample

1st rowFirebase;Microsoft Azure
2nd rowDigitalOcean;Firebase;Microsoft Azure;VMware
3rd rowDigitalOcean;Firebase
4th rowMicrosoft Azure
5th rowAWS;DigitalOcean;Firebase;Linode

Common Values

ValueCountFrequency (%)
AWS 7350
 
10.0%
Microsoft Azure 3568
 
4.9%
AWS;Google Cloud 2025
 
2.8%
AWS;Microsoft Azure 2000
 
2.7%
Google Cloud 1957
 
2.7%
AWS;Google Cloud;Microsoft Azure 1263
 
1.7%
Firebase 1217
 
1.7%
DigitalOcean 1197
 
1.6%
AWS;DigitalOcean 837
 
1.1%
Heroku 808
 
1.1%
Other values (1425) 18193
24.8%
(Missing) 32853
44.8%

WebframeHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct8259
Distinct (%)15.4%
Missing19724
Missing (%)26.9%
Memory size572.5 KiB
React.js
 
1959
Node.js
 
1507
jQuery
 
1445
Node.js;React.js
 
1303
Flask
 
1258
Other values (8254)
46072 

Unique

Unique5469 ?
Unique (%)10.2%

Sample

1st rowAngular.js
2nd rowASP.NET;ASP.NET Core
3rd rowAngular;ASP.NET;ASP.NET Core ;jQuery;Node.js
4th rowAngular;Next.js;Node.js;React.js;Svelte;Vue.js
5th rowjQuery;Node.js

Common Values

ValueCountFrequency (%)
React.js 1959
 
2.7%
Node.js 1507
 
2.1%
jQuery 1445
 
2.0%
Node.js;React.js 1303
 
1.8%
Flask 1258
 
1.7%
Express;Node.js;React.js 1109
 
1.5%
Django 1079
 
1.5%
Angular 1055
 
1.4%
ASP.NET Core 722
 
1.0%
ASP.NET;ASP.NET Core 710
 
1.0%
Other values (8249) 41397
56.5%
(Missing) 19724
26.9%

WebframeWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct8884
Distinct (%)19.3%
Missing27146
Missing (%)37.1%
Memory size572.5 KiB
React.js
 
1703
Node.js;React.js
 
1026
Node.js
 
972
Angular
 
720
Django
 
702
Other values (8879)
40999 

Unique

Unique6057 ?
Unique (%)13.1%

Sample

1st rowAngular;Angular.js
2nd rowASP.NET;ASP.NET Core
3rd rowAngular;ASP.NET Core ;Blazor;Node.js
4th rowDjango;Flask;Gatsby;jQuery;Next.js;Node.js;React.js;Svelte;Vue.js
5th rowAngular;Angular.js;Next.js;Vue.js

Common Values

ValueCountFrequency (%)
React.js 1703
 
2.3%
Node.js;React.js 1026
 
1.4%
Node.js 972
 
1.3%
Angular 720
 
1.0%
Django 702
 
1.0%
ASP.NET Core 696
 
0.9%
Vue.js 689
 
0.9%
ASP.NET Core ;Blazor 670
 
0.9%
Next.js;Node.js;React.js 625
 
0.9%
Flask 598
 
0.8%
Other values (8874) 37721
51.5%
(Missing) 27146
37.1%

MiscTechHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct4205
Distinct (%)9.3%
Missing28276
Missing (%)38.6%
Memory size572.5 KiB
.NET
8181 
Spring
2991 
React Native
 
1828
Flutter
 
1784
NumPy;Pandas
 
1672
Other values (4200)
28536 

Unique

Unique2754 ?
Unique (%)6.1%

Sample

1st rowPandas
2nd row.NET
3rd row.NET
4th row.NET
5th row.NET;Keras;NumPy;Pandas;Scikit-learn;TensorFlow;Torch/PyTorch;Hugging Face Transformers

Common Values

ValueCountFrequency (%)
.NET 8181
 
11.2%
Spring 2991
 
4.1%
React Native 1828
 
2.5%
Flutter 1784
 
2.4%
NumPy;Pandas 1672
 
2.3%
Apache Kafka 1040
 
1.4%
Electron 950
 
1.3%
Qt 833
 
1.1%
NumPy 826
 
1.1%
.NET;Xamarin 824
 
1.1%
Other values (4195) 24063
32.8%
(Missing) 28276
38.6%

MiscTechWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct5086
Distinct (%)13.8%
Missing36458
Missing (%)49.8%
Memory size572.5 KiB
.NET
5025 
Flutter
 
1740
Spring
 
1658
React Native
 
1231
Apache Kafka
 
926
Other values (5081)
26230 

Unique

Unique3352 ?
Unique (%)9.1%

Sample

1st row.NET
2nd row.NET
3rd row.NET;Apache Kafka
4th rowKeras;NumPy;Pandas;Scikit-learn;TensorFlow;Torch/PyTorch;Hugging Face Transformers
5th rowTorch/PyTorch

Common Values

ValueCountFrequency (%)
.NET 5025
 
6.9%
Flutter 1740
 
2.4%
Spring 1658
 
2.3%
React Native 1231
 
1.7%
Apache Kafka 926
 
1.3%
NumPy;Pandas 782
 
1.1%
.NET;Xamarin 653
 
0.9%
Apache Kafka;Spring 615
 
0.8%
Qt 491
 
0.7%
Electron 484
 
0.7%
Other values (5076) 23205
31.7%
(Missing) 36458
49.8%

ToolsTechHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct951
Distinct (%)1.8%
Missing19097
Missing (%)26.1%
Memory size572.5 KiB
npm
7436 
Docker
5216 
Docker;npm
4659 
Docker;npm;Yarn
 
2612
npm;Yarn
 
2571
Other values (946)
31677 

Unique

Unique374 ?
Unique (%)0.7%

Sample

1st rownpm
2nd rowHomebrew
3rd rowHomebrew;npm
4th rownpm
5th rowDocker;npm;Terraform

Common Values

ValueCountFrequency (%)
npm 7436
 
10.1%
Docker 5216
 
7.1%
Docker;npm 4659
 
6.4%
Docker;npm;Yarn 2612
 
3.6%
npm;Yarn 2571
 
3.5%
Docker;Kubernetes 1746
 
2.4%
Docker;Homebrew;npm;Yarn 1618
 
2.2%
Docker;Homebrew;npm 1614
 
2.2%
Docker;Kubernetes;npm 1461
 
2.0%
Unity 3D 1206
 
1.6%
Other values (941) 24032
32.8%
(Missing) 19097
26.1%

ToolsTechWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct1245
Distinct (%)2.7%
Missing26702
Missing (%)36.4%
Memory size572.5 KiB
Docker
4298 
npm
3579 
Docker;Kubernetes
 
2895
Docker;npm
 
2840
Docker;Kubernetes;npm
 
1922
Other values (1240)
31032 

Unique

Unique534 ?
Unique (%)1.1%

Sample

1st rowDocker;Kubernetes
2nd rowHomebrew
3rd rownpm
4th rowUnity 3D;Yarn
5th rowDocker;Terraform

Common Values

ValueCountFrequency (%)
Docker 4298
 
5.9%
npm 3579
 
4.9%
Docker;Kubernetes 2895
 
4.0%
Docker;npm 2840
 
3.9%
Docker;Kubernetes;npm 1922
 
2.6%
Docker;npm;Yarn 1280
 
1.7%
npm;Yarn 1095
 
1.5%
Docker;Kubernetes;Terraform 988
 
1.3%
Docker;Kubernetes;npm;Yarn 872
 
1.2%
Homebrew 846
 
1.2%
Other values (1235) 25951
35.4%
(Missing) 26702
36.4%

NEWCollabToolsHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct15063
Distinct (%)21.4%
Missing2921
Missing (%)4.0%
Memory size572.5 KiB
Visual Studio Code
6753 
Visual Studio;Visual Studio Code
 
2930
Notepad++;Visual Studio;Visual Studio Code
 
1959
Vim;Visual Studio Code
 
1432
IntelliJ;Visual Studio Code
 
1204
Other values (15058)
56069 

Unique

Unique11033 ?
Unique (%)15.7%

Sample

1st rowNotepad++;Visual Studio
2nd rowNotepad++;Visual Studio;Visual Studio Code
3rd rowNotepad++;Visual Studio;Visual Studio Code;Xcode
4th rowVisual Studio Code;Xcode
5th rowAtom;IntelliJ;Notepad++;PyCharm;Sublime Text;Visual Studio Code

Common Values

ValueCountFrequency (%)
Visual Studio Code 6753
 
9.2%
Visual Studio;Visual Studio Code 2930
 
4.0%
Notepad++;Visual Studio;Visual Studio Code 1959
 
2.7%
Vim;Visual Studio Code 1432
 
2.0%
IntelliJ;Visual Studio Code 1204
 
1.6%
Visual Studio 734
 
1.0%
Vim 728
 
1.0%
IntelliJ 689
 
0.9%
Notepad++;Visual Studio Code 683
 
0.9%
Sublime Text;Visual Studio Code 625
 
0.9%
Other values (15053) 52610
71.8%
(Missing) 2921
 
4.0%

NEWCollabToolsWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct9188
Distinct (%)14.3%
Missing9160
Missing (%)12.5%
Memory size572.5 KiB
Visual Studio Code
8815 
Visual Studio;Visual Studio Code
 
2907
Vim;Visual Studio Code
 
1794
Notepad++;Visual Studio;Visual Studio Code
 
1519
IntelliJ;Visual Studio Code
 
1360
Other values (9183)
47713 

Unique

Unique6255 ?
Unique (%)9.8%

Sample

1st rowNotepad++;Visual Studio
2nd rowNotepad++;Visual Studio;Visual Studio Code
3rd rowRider;Visual Studio;Visual Studio Code
4th rowVisual Studio Code
5th rowVisual Studio Code;Webstorm

Common Values

ValueCountFrequency (%)
Visual Studio Code 8815
 
12.0%
Visual Studio;Visual Studio Code 2907
 
4.0%
Vim;Visual Studio Code 1794
 
2.4%
Notepad++;Visual Studio;Visual Studio Code 1519
 
2.1%
IntelliJ;Visual Studio Code 1360
 
1.9%
Vim 993
 
1.4%
IntelliJ 961
 
1.3%
Neovim 861
 
1.2%
Visual Studio 767
 
1.0%
Notepad++;Visual Studio Code 741
 
1.0%
Other values (9178) 43390
59.2%
(Missing) 9160
 
12.5%

OpSysProfessional use
Categorical

HIGH CARDINALITY  MISSING 

Distinct55
Distinct (%)0.1%
Missing7765
Missing (%)10.6%
Memory size572.5 KiB
Windows
16645 
macOS
12541 
Linux-based
10934 
Linux-based;Windows
5637 
Linux-based;macOS
4906 
Other values (50)
14840 

Unique

Unique6 ?
Unique (%)< 0.1%

Sample

1st rowmacOS
2nd rowWindows
3rd rowWindows
4th rowWindows
5th rowLinux-based;macOS

Common Values

ValueCountFrequency (%)
Windows 16645
22.7%
macOS 12541
17.1%
Linux-based 10934
14.9%
Linux-based;Windows 5637
 
7.7%
Linux-based;macOS 4906
 
6.7%
Windows;Windows Subsystem for Linux (WSL) 3800
 
5.2%
Linux-based;Windows;Windows Subsystem for Linux (WSL) 3003
 
4.1%
macOS;Windows 2327
 
3.2%
Linux-based;macOS;Windows 1551
 
2.1%
Linux-based;macOS;Windows;Windows Subsystem for Linux (WSL) 897
 
1.2%
Other values (45) 3262
 
4.5%
(Missing) 7765
10.6%

OpSysPersonal use
Categorical

HIGH CARDINALITY  MISSING 

Distinct56
Distinct (%)0.1%
Missing2305
Missing (%)3.1%
Memory size572.5 KiB
Windows
21653 
Linux-based
10905 
macOS
10697 
Linux-based;Windows
7024 
Windows;Windows Subsystem for Linux (WSL)
4142 
Other values (51)
16542 

Unique

Unique4 ?
Unique (%)< 0.1%

Sample

1st rowWindows Subsystem for Linux (WSL)
2nd rowWindows
3rd rowWindows
4th rowmacOS;Windows
5th rowmacOS

Common Values

ValueCountFrequency (%)
Windows 21653
29.6%
Linux-based 10905
14.9%
macOS 10697
14.6%
Linux-based;Windows 7024
 
9.6%
Windows;Windows Subsystem for Linux (WSL) 4142
 
5.7%
macOS;Windows 3945
 
5.4%
Linux-based;Windows;Windows Subsystem for Linux (WSL) 3388
 
4.6%
Linux-based;macOS 3065
 
4.2%
Linux-based;macOS;Windows 1937
 
2.6%
Linux-based;macOS;Windows;Windows Subsystem for Linux (WSL) 1096
 
1.5%
Other values (46) 3111
 
4.2%
(Missing) 2305
 
3.1%

VersionControlSystem
Categorical

IMBALANCE  MISSING 

Distinct16
Distinct (%)< 0.1%
Missing1889
Missing (%)2.6%
Memory size572.5 KiB
Git
62055 
I don't use one
 
3080
Git;SVN
 
2858
Git;Other (please specify):
 
1356
SVN
 
590
Other values (11)
 
1440

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowGit
2nd rowGit
3rd rowGit
4th rowGit;Other (please specify):
5th rowGit

Common Values

ValueCountFrequency (%)
Git 62055
84.7%
I don't use one 3080
 
4.2%
Git;SVN 2858
 
3.9%
Git;Other (please specify): 1356
 
1.9%
SVN 590
 
0.8%
Other (please specify): 523
 
0.7%
Git;Mercurial 498
 
0.7%
Mercurial 134
 
0.2%
Git;Mercurial;SVN 104
 
0.1%
Git;Other (please specify):;SVN 83
 
0.1%
Other values (6) 98
 
0.1%
(Missing) 1889
 
2.6%

VCInteraction
Categorical

Distinct15
Distinct (%)< 0.1%
Missing5112
Missing (%)7.0%
Memory size572.5 KiB
Command-line
17602 
Code editor;Command-line
16502 
Code editor;Command-line;Version control hosting service web GUI
7288 
Code editor;Command-line;Version control hosting service web GUI;Dedicated version control GUI application
4420 
Command-line;Dedicated version control GUI application
3841 
Other values (10)
18503 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowCode editor
2nd rowCode editor;Command-line;Version control hosting service web GUI;Dedicated version control GUI application
3rd rowCode editor
4th rowCommand-line;Version control hosting service web GUI;Dedicated version control GUI application
5th rowCode editor;Command-line

Common Values

ValueCountFrequency (%)
Command-line 17602
24.0%
Code editor;Command-line 16502
22.5%
Code editor;Command-line;Version control hosting service web GUI 7288
9.9%
Code editor;Command-line;Version control hosting service web GUI;Dedicated version control GUI application 4420
 
6.0%
Command-line;Dedicated version control GUI application 3841
 
5.2%
Code editor 3762
 
5.1%
Dedicated version control GUI application 3373
 
4.6%
Command-line;Version control hosting service web GUI 3363
 
4.6%
Code editor;Command-line;Dedicated version control GUI application 2665
 
3.6%
Command-line;Version control hosting service web GUI;Dedicated version control GUI application 1280
 
1.7%
Other values (5) 4060
 
5.5%
(Missing) 5112
 
7.0%

VCHostingPersonal use
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing73268
Missing (%)100.0%
Memory size572.5 KiB

VCHostingProfessional use
Unsupported

MISSING  REJECTED  UNSUPPORTED 

Missing73268
Missing (%)100.0%
Memory size572.5 KiB

OfficeStackAsyncHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct1085
Distinct (%)2.3%
Missing27045
Missing (%)36.9%
Memory size572.5 KiB
Confluence;Jira Work Management
7084 
Jira Work Management
6059 
Trello
4953 
Confluence
3791 
Notion
2577 
Other values (1080)
21759 

Unique

Unique563 ?
Unique (%)1.2%

Sample

1st rowJira Work Management;Trello
2nd rowConfluence
3rd rowConfluence;Jira Work Management
4th rowConfluence
5th rowConfluence;Jira Work Management;Notion;Trello

Common Values

ValueCountFrequency (%)
Confluence;Jira Work Management 7084
 
9.7%
Jira Work Management 6059
 
8.3%
Trello 4953
 
6.8%
Confluence 3791
 
5.2%
Notion 2577
 
3.5%
Confluence;Jira Work Management;Trello 1966
 
2.7%
Jira Work Management;Trello 1778
 
2.4%
Notion;Trello 1166
 
1.6%
Confluence;Trello 871
 
1.2%
Confluence;Jira Work Management;Notion 783
 
1.1%
Other values (1075) 15195
20.7%
(Missing) 27045
36.9%

OfficeStackAsyncWantToWorkWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct825
Distinct (%)2.6%
Missing41196
Missing (%)56.2%
Memory size572.5 KiB
Jira Work Management
4737 
Confluence;Jira Work Management
4356 
Trello
3671 
Notion
3353 
Confluence
2484 
Other values (820)
13471 

Unique

Unique456 ?
Unique (%)1.4%

Sample

1st rowJira Work Management;Trello
2nd rowConfluence;Jira Work Management
3rd rowNotion;Trello
4th rowJira Work Management;Trello
5th rowNotion

Common Values

ValueCountFrequency (%)
Jira Work Management 4737
 
6.5%
Confluence;Jira Work Management 4356
 
5.9%
Trello 3671
 
5.0%
Notion 3353
 
4.6%
Confluence 2484
 
3.4%
Jira Work Management;Trello 965
 
1.3%
Notion;Trello 839
 
1.1%
ClickUp 697
 
1.0%
Confluence;Jira Work Management;Trello 685
 
0.9%
Stack Overflow for Teams 668
 
0.9%
Other values (815) 9617
 
13.1%
(Missing) 41196
56.2%

OfficeStackSyncHaveWorkedWith
Categorical

HIGH CARDINALITY  MISSING 

Distinct397
Distinct (%)0.6%
Missing11140
Missing (%)15.2%
Memory size572.5 KiB
Microsoft Teams
9257 
Slack;Zoom
7722 
Microsoft Teams;Slack;Zoom
6068 
Slack
5334 
Microsoft Teams;Zoom
5159 
Other values (392)
28588 

Unique

Unique166 ?
Unique (%)0.3%

Sample

1st rowMicrosoft Teams
2nd rowSlack;Zoom
3rd rowMicrosoft Teams;Zoom
4th rowRocketchat;Slack;Zoom
5th rowGoogle Chat;Microsoft Teams;Slack;Zoom

Common Values

ValueCountFrequency (%)
Microsoft Teams 9257
12.6%
Slack;Zoom 7722
10.5%
Microsoft Teams;Slack;Zoom 6068
8.3%
Slack 5334
 
7.3%
Microsoft Teams;Zoom 5159
 
7.0%
Microsoft Teams;Slack 4039
 
5.5%
Zoom 3834
 
5.2%
Google Chat;Microsoft Teams;Slack;Zoom 2323
 
3.2%
Google Chat;Slack;Zoom 2030
 
2.8%
Google Chat 1322
 
1.8%
Other values (387) 15040
20.5%
(Missing) 11140
15.2%

OfficeStackSyncWantToWorkWith
Categorical

HIGH CARDINALITY  IMBALANCE  MISSING 

Distinct353
Distinct (%)0.7%
Missing25580
Missing (%)34.9%
Memory size572.5 KiB
Slack
10935 
Microsoft Teams
8442 
Slack;Zoom
6765 
Microsoft Teams;Slack
3037 
Zoom
2824 
Other values (348)
15685 

Unique

Unique178 ?
Unique (%)0.4%

Sample

1st rowMicrosoft Teams
2nd rowSlack;Zoom
3rd rowRocketchat;Slack;Zoom
4th rowGoogle Chat;Slack;Zoom
5th rowMicrosoft Teams

Common Values

ValueCountFrequency (%)
Slack 10935
14.9%
Microsoft Teams 8442
 
11.5%
Slack;Zoom 6765
 
9.2%
Microsoft Teams;Slack 3037
 
4.1%
Zoom 2824
 
3.9%
Microsoft Teams;Zoom 2178
 
3.0%
Microsoft Teams;Slack;Zoom 1681
 
2.3%
Google Chat 1572
 
2.1%
Google Chat;Slack 1559
 
2.1%
Google Chat;Slack;Zoom 1051
 
1.4%
Other values (343) 7644
 
10.4%
(Missing) 25580
34.9%

Blockchain
Categorical

Distinct6
Distinct (%)< 0.1%
Missing2197
Missing (%)3.0%
Memory size572.5 KiB
Indifferent
18331 
Favorable
14629 
Very unfavorable
11625 
Unfavorable
10549 
Unsure
8128 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowVery unfavorable
2nd rowVery unfavorable
3rd rowVery unfavorable
4th rowUnfavorable
5th rowVery unfavorable

Common Values

ValueCountFrequency (%)
Indifferent 18331
25.0%
Favorable 14629
20.0%
Very unfavorable 11625
15.9%
Unfavorable 10549
14.4%
Unsure 8128
11.1%
Very favorable 7809
10.7%
(Missing) 2197
 
3.0%

Common Values (Plot)

2023-02-17T14:39:12.453901image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

NEWSOSites
Categorical

IMBALANCE  MISSING 

Distinct16
Distinct (%)< 0.1%
Missing1903
Missing (%)2.6%
Memory size572.5 KiB
Stack Overflow;Stack Exchange
41859 
Stack Overflow
19229 
Collectives on Stack Overflow;Stack Overflow;Stack Exchange
 
3814
Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow;Stack Exchange
 
2100
Collectives on Stack Overflow;Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow;Stack Exchange
 
1124
Other values (11)
 
3239

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowCollectives on Stack Overflow;Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow;Stack Exchange
2nd rowCollectives on Stack Overflow;Stack Overflow;Stack Exchange
3rd rowCollectives on Stack Overflow;Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow;Stack Exchange
4th rowCollectives on Stack Overflow;Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow;Stack Exchange
5th rowStack Overflow;Stack Exchange

Common Values

ValueCountFrequency (%)
Stack Overflow;Stack Exchange 41859
57.1%
Stack Overflow 19229
26.2%
Collectives on Stack Overflow;Stack Overflow;Stack Exchange 3814
 
5.2%
Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow;Stack Exchange 2100
 
2.9%
Collectives on Stack Overflow;Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow;Stack Exchange 1124
 
1.5%
Collectives on Stack Overflow;Stack Overflow 992
 
1.4%
Stack Overflow for Teams (private knowledge sharing & collaboration platform for companies);Stack Overflow 589
 
0.8%
Collectives on Stack Overflow 542
 
0.7%
I have never visited Stack Overflow or the Stack Exchange network 461
 
0.6%
Stack Exchange 219
 
0.3%
Other values (6) 436
 
0.6%
(Missing) 1903
 
2.6%

SOVisitFreq
Categorical

Distinct5
Distinct (%)< 0.1%
Missing2307
Missing (%)3.1%
Memory size572.5 KiB
Daily or almost daily
21712 
A few times per week
19770 
Multiple times per day
15965 
A few times per month or weekly
11185 
Less than once per month or monthly
2329 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowDaily or almost daily
2nd rowMultiple times per day
3rd rowDaily or almost daily
4th rowMultiple times per day
5th rowMultiple times per day

Common Values

ValueCountFrequency (%)
Daily or almost daily 21712
29.6%
A few times per week 19770
27.0%
Multiple times per day 15965
21.8%
A few times per month or weekly 11185
15.3%
Less than once per month or monthly 2329
 
3.2%
(Missing) 2307
 
3.1%

Common Values (Plot)

2023-02-17T14:39:12.618547image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

SOAccount
Categorical

Distinct3
Distinct (%)< 0.1%
Missing1696
Missing (%)2.3%
Memory size572.5 KiB
Yes
58519 
No
8951 
Not sure/can't remember
 
4102

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowYes
2nd rowYes
3rd rowYes
4th rowYes
5th rowYes

Common Values

ValueCountFrequency (%)
Yes 58519
79.9%
No 8951
 
12.2%
Not sure/can't remember 4102
 
5.6%
(Missing) 1696
 
2.3%

Common Values (Plot)

2023-02-17T14:39:12.769847image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

SOPartFreq
Categorical

Distinct6
Distinct (%)< 0.1%
Missing15039
Missing (%)20.5%
Memory size572.5 KiB
Less than once per month or monthly
26846 
I have never participated in Q&A on Stack Overflow
13498 
A few times per month or weekly
10559 
A few times per week
4433 
Daily or almost daily
 
1881

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowDaily or almost daily
2nd rowMultiple times per day
3rd rowA few times per week
4th rowDaily or almost daily
5th rowMultiple times per day

Common Values

ValueCountFrequency (%)
Less than once per month or monthly 26846
36.6%
I have never participated in Q&A on Stack Overflow 13498
18.4%
A few times per month or weekly 10559
 
14.4%
A few times per week 4433
 
6.1%
Daily or almost daily 1881
 
2.6%
Multiple times per day 1012
 
1.4%
(Missing) 15039
20.5%

Common Values (Plot)

2023-02-17T14:39:12.908582image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

SOComm
Categorical

Distinct6
Distinct (%)< 0.1%
Missing1860
Missing (%)2.5%
Memory size572.5 KiB
Yes, somewhat
19674 
No, not really
18728 
Neutral
14929 
Yes, definitely
10381 
No, not at all
6456 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNot sure
2nd rowNeutral
3rd rowYes, definitely
4th rowYes, definitely
5th rowYes, definitely

Common Values

ValueCountFrequency (%)
Yes, somewhat 19674
26.9%
No, not really 18728
25.6%
Neutral 14929
20.4%
Yes, definitely 10381
14.2%
No, not at all 6456
 
8.8%
Not sure 1240
 
1.7%
(Missing) 1860
 
2.5%

Common Values (Plot)

2023-02-17T14:39:13.069621image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Age
Categorical

Distinct8
Distinct (%)< 0.1%
Missing2322
Missing (%)3.2%
Memory size572.5 KiB
25-34 years old
28112 
18-24 years old
16646 
35-44 years old
13988 
45-54 years old
5281 
Under 18 years old
3866 
Other values (3)
3053 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row25-34 years old
2nd row35-44 years old
3rd row25-34 years old
4th row25-34 years old
5th rowUnder 18 years old

Common Values

ValueCountFrequency (%)
25-34 years old 28112
38.4%
18-24 years old 16646
22.7%
35-44 years old 13988
19.1%
45-54 years old 5281
 
7.2%
Under 18 years old 3866
 
5.3%
55-64 years old 1978
 
2.7%
65 years or older 554
 
0.8%
Prefer not to say 521
 
0.7%
(Missing) 2322
 
3.2%

Common Values (Plot)

2023-02-17T14:39:13.234230image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Gender
Categorical

IMBALANCE  MISSING 

Distinct16
Distinct (%)< 0.1%
Missing2415
Missing (%)3.3%
Memory size572.5 KiB
Man
64607 
Woman
 
3399
Prefer not to say
 
1172
Non-binary, genderqueer, or gender non-conforming
 
704
Or, in your own words:
 
279
Other values (11)
 
692

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowMan
2nd rowMan
3rd rowOr, in your own words:
4th rowMan
5th rowMan

Common Values

ValueCountFrequency (%)
Man 64607
88.2%
Woman 3399
 
4.6%
Prefer not to say 1172
 
1.6%
Non-binary, genderqueer, or gender non-conforming 704
 
1.0%
Or, in your own words: 279
 
0.4%
Man;Non-binary, genderqueer, or gender non-conforming 235
 
0.3%
Man;Or, in your own words: 171
 
0.2%
Woman;Non-binary, genderqueer, or gender non-conforming 160
 
0.2%
Man;Woman;Non-binary, genderqueer, or gender non-conforming 31
 
< 0.1%
Man;Woman 24
 
< 0.1%
Other values (6) 71
 
0.1%
(Missing) 2415
 
3.3%

Trans
Categorical

IMBALANCE  MISSING 

Distinct4
Distinct (%)< 0.1%
Missing2953
Missing (%)4.0%
Memory size572.5 KiB
No
67392 
Prefer not to say
 
1379
Yes
 
1064
Or, in your own words:
 
480

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNo
2nd rowNo
3rd rowOr, in your own words:
4th rowNo
5th rowNo

Common Values

ValueCountFrequency (%)
No 67392
92.0%
Prefer not to say 1379
 
1.9%
Yes 1064
 
1.5%
Or, in your own words: 480
 
0.7%
(Missing) 2953
 
4.0%

Common Values (Plot)

2023-02-17T14:39:13.400822image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Sexuality
Categorical

IMBALANCE  MISSING 

Distinct32
Distinct (%)< 0.1%
Missing6703
Missing (%)9.1%
Memory size572.5 KiB
Straight / Heterosexual
55238 
Prefer not to say
 
4350
Bisexual
 
2700
Gay or Lesbian
 
1382
Prefer to self-describe:
 
1079
Other values (27)
 
1816

Unique

Unique3 ?
Unique (%)< 0.1%

Sample

1st rowBisexual
2nd rowStraight / Heterosexual
3rd rowPrefer to self-describe:
4th rowStraight / Heterosexual
5th rowPrefer to self-describe:

Common Values

ValueCountFrequency (%)
Straight / Heterosexual 55238
75.4%
Prefer not to say 4350
 
5.9%
Bisexual 2700
 
3.7%
Gay or Lesbian 1382
 
1.9%
Prefer to self-describe: 1079
 
1.5%
Queer 394
 
0.5%
Bisexual;Straight / Heterosexual 354
 
0.5%
Bisexual;Queer 282
 
0.4%
Straight / Heterosexual;Prefer to self-describe: 169
 
0.2%
Gay or Lesbian;Queer 150
 
0.2%
Other values (22) 467
 
0.6%
(Missing) 6703
 
9.1%

Ethnicity
Categorical

HIGH CARDINALITY  IMBALANCE  MISSING 

Distinct1055
Distinct (%)1.5%
Missing3794
Missing (%)5.2%
Memory size572.5 KiB
European
14612 
White
13633 
White;European
8694 
Indian
5240 
Asian
3346 
Other values (1050)
23949 

Unique

Unique577 ?
Unique (%)0.8%

Sample

1st rowWhite
2nd rowWhite
3rd rowOr, in your own words:
4th rowIndian
5th rowIndian

Common Values

ValueCountFrequency (%)
European 14612
19.9%
White 13633
18.6%
White;European 8694
11.9%
Indian 5240
 
7.2%
Asian 3346
 
4.6%
Prefer not to say 1732
 
2.4%
Hispanic or Latino/a 1732
 
2.4%
Middle Eastern 1540
 
2.1%
African 1324
 
1.8%
South American 1112
 
1.5%
Other values (1045) 16509
22.5%
(Missing) 3794
 
5.2%

Accessibility
Categorical

IMBALANCE  MISSING 

Distinct27
Distinct (%)< 0.1%
Missing6024
Missing (%)8.2%
Memory size572.5 KiB
None of the above
63064 
Prefer not to say
 
1633
I am blind / have difficulty seeing
 
981
Or, in your own words:
 
579
I am deaf / hard of hearing
 
436
Other values (22)
 
551

Unique

Unique4 ?
Unique (%)< 0.1%

Sample

1st rowNone of the above
2nd rowNone of the above
3rd rowOr, in your own words:
4th rowNone of the above
5th rowNone of the above

Common Values

ValueCountFrequency (%)
None of the above 63064
86.1%
Prefer not to say 1633
 
2.2%
I am blind / have difficulty seeing 981
 
1.3%
Or, in your own words: 579
 
0.8%
I am deaf / hard of hearing 436
 
0.6%
I am unable to / find it difficult to walk or stand without assistance 186
 
0.3%
I am unable to / find it difficult to type 131
 
0.2%
I am deaf / hard of hearing;I am blind / have difficulty seeing 48
 
0.1%
I am deaf / hard of hearing;I am blind / have difficulty seeing;I am unable to / find it difficult to type;I am unable to / find it difficult to walk or stand without assistance 31
 
< 0.1%
Or, in your own words:;I am blind / have difficulty seeing 30
 
< 0.1%
Other values (17) 125
 
0.2%
(Missing) 6024
 
8.2%

MentalHealth
Categorical

HIGH CARDINALITY  IMBALANCE  MISSING 

Distinct57
Distinct (%)0.1%
Missing6821
Missing (%)9.3%
Memory size572.5 KiB
None of the above
46849 
Prefer not to say
 
3435
I have a concentration and/or memory disorder (e.g., ADHD, etc.)
 
2936
I have an anxiety disorder
 
2404
I have a mood or emotional disorder (e.g., depression, bipolar disorder, etc.)
 
1914
Other values (52)
8909 

Unique

Unique4 ?
Unique (%)< 0.1%

Sample

1st rowI have a mood or emotional disorder (e.g., depression, bipolar disorder, etc.);I have an anxiety disorder
2nd rowNone of the above
3rd rowOr, in your own words:
4th rowNone of the above
5th rowNone of the above

Common Values

ValueCountFrequency (%)
None of the above 46849
63.9%
Prefer not to say 3435
 
4.7%
I have a concentration and/or memory disorder (e.g., ADHD, etc.) 2936
 
4.0%
I have an anxiety disorder 2404
 
3.3%
I have a mood or emotional disorder (e.g., depression, bipolar disorder, etc.) 1914
 
2.6%
I have a mood or emotional disorder (e.g., depression, bipolar disorder, etc.);I have an anxiety disorder 1495
 
2.0%
I have autism / an autism spectrum disorder (e.g. Asperger's, etc.) 1025
 
1.4%
I have a mood or emotional disorder (e.g., depression, bipolar disorder, etc.);I have an anxiety disorder;I have a concentration and/or memory disorder (e.g., ADHD, etc.) 995
 
1.4%
I have learning differences (e.g., Dyslexic, Dyslexia, etc.) 833
 
1.1%
I have a mood or emotional disorder (e.g., depression, bipolar disorder, etc.);I have a concentration and/or memory disorder (e.g., ADHD, etc.) 677
 
0.9%
Other values (47) 3884
 
5.3%
(Missing) 6821
 
9.3%

TBranch
Categorical

Distinct2
Distinct (%)< 0.1%
Missing20598
Missing (%)28.1%
Memory size572.5 KiB
Yes
37200 
No
15470 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNo
2nd rowNo
3rd rowNo
4th rowNo
5th rowYes

Common Values

ValueCountFrequency (%)
Yes 37200
50.8%
No 15470
21.1%
(Missing) 20598
28.1%

Common Values (Plot)

2023-02-17T14:39:13.854929image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

ICorPM
Categorical

Distinct2
Distinct (%)< 0.1%
Missing36985
Missing (%)50.5%
Memory size572.5 KiB
Independent contributor
30592 
People manager
5691 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowIndependent contributor
2nd rowPeople manager
3rd rowIndependent contributor
4th rowIndependent contributor
5th rowIndependent contributor

Common Values

ValueCountFrequency (%)
Independent contributor 30592
41.8%
People manager 5691
 
7.8%
(Missing) 36985
50.5%

Common Values (Plot)

2023-02-17T14:39:13.964838image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

WorkExp
Real number (ℝ)

Distinct51
Distinct (%)0.1%
Missing36499
Missing (%)49.8%
Infinite0
Infinite (%)0.0%
Mean10.24237809
Minimum0
Maximum50
Zeros332
Zeros (%)0.5%
Negative0
Negative (%)0.0%
Memory size572.5 KiB
2023-02-17T14:39:14.082458image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile1
Q14
median8
Q315
95-th percentile28
Maximum50
Range50
Interquartile range (IQR)11

Descriptive statistics

Standard deviation8.706849849
Coefficient of variation (CV)0.8500808867
Kurtosis2.14531447
Mean10.24237809
Median Absolute Deviation (MAD)5
Skewness1.440948129
Sum376602
Variance75.80923429
MonotonicityNot monotonic
2023-02-17T14:39:14.228625image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
5 3029
 
4.1%
3 2880
 
3.9%
4 2713
 
3.7%
2 2619
 
3.6%
1 2469
 
3.4%
10 2398
 
3.3%
6 2134
 
2.9%
7 2038
 
2.8%
8 1848
 
2.5%
15 1461
 
2.0%
Other values (41) 13180
 
18.0%
(Missing) 36499
49.8%
ValueCountFrequency (%)
0 332
 
0.5%
1 2469
3.4%
2 2619
3.6%
3 2880
3.9%
4 2713
3.7%
ValueCountFrequency (%)
50 66
0.1%
49 5
 
< 0.1%
48 9
 
< 0.1%
47 9
 
< 0.1%
46 19
 
< 0.1%

Knowledge_1
Categorical

Distinct5
Distinct (%)< 0.1%
Missing37464
Missing (%)51.1%
Memory size572.5 KiB
Agree
17527 
Strongly agree
12188 
Neither agree nor disagree
3186 
Disagree
2121 
Strongly disagree
 
782

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAgree
2nd rowStrongly agree
3rd rowNeither agree nor disagree
4th rowAgree
5th rowAgree

Common Values

ValueCountFrequency (%)
Agree 17527
23.9%
Strongly agree 12188
 
16.6%
Neither agree nor disagree 3186
 
4.3%
Disagree 2121
 
2.9%
Strongly disagree 782
 
1.1%
(Missing) 37464
51.1%

Common Values (Plot)

2023-02-17T14:39:14.380052image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Knowledge_2
Categorical

Distinct5
Distinct (%)< 0.1%
Missing38295
Missing (%)52.3%
Memory size572.5 KiB
Agree
10711 
Neither agree nor disagree
9344 
Disagree
8157 
Strongly agree
3970 
Strongly disagree
2791 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowDisagree
2nd rowAgree
3rd rowDisagree
4th rowAgree
5th rowNeither agree nor disagree

Common Values

ValueCountFrequency (%)
Agree 10711
 
14.6%
Neither agree nor disagree 9344
 
12.8%
Disagree 8157
 
11.1%
Strongly agree 3970
 
5.4%
Strongly disagree 2791
 
3.8%
(Missing) 38295
52.3%

Common Values (Plot)

2023-02-17T14:39:14.521646image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Knowledge_3
Categorical

Distinct5
Distinct (%)< 0.1%
Missing38135
Missing (%)52.0%
Memory size572.5 KiB
Agree
14779 
Neither agree nor disagree
8551 
Disagree
5945 
Strongly agree
4341 
Strongly disagree
1517 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAgree
2nd rowDisagree
3rd rowStrongly agree
4th rowNeither agree nor disagree
5th rowNeither agree nor disagree

Common Values

ValueCountFrequency (%)
Agree 14779
 
20.2%
Neither agree nor disagree 8551
 
11.7%
Disagree 5945
 
8.1%
Strongly agree 4341
 
5.9%
Strongly disagree 1517
 
2.1%
(Missing) 38135
52.0%

Common Values (Plot)

2023-02-17T14:39:14.667566image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Knowledge_4
Categorical

Distinct5
Distinct (%)< 0.1%
Missing38171
Missing (%)52.1%
Memory size572.5 KiB
Agree
16891 
Neither agree nor disagree
7912 
Strongly agree
5100 
Disagree
4367 
Strongly disagree
 
827

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAgree
2nd rowAgree
3rd rowStrongly agree
4th rowNeither agree nor disagree
5th rowNeither agree nor disagree

Common Values

ValueCountFrequency (%)
Agree 16891
23.1%
Neither agree nor disagree 7912
 
10.8%
Strongly agree 5100
 
7.0%
Disagree 4367
 
6.0%
Strongly disagree 827
 
1.1%
(Missing) 38171
52.1%

Common Values (Plot)

2023-02-17T14:39:14.814189image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Knowledge_5
Categorical

Distinct5
Distinct (%)< 0.1%
Missing38254
Missing (%)52.2%
Memory size572.5 KiB
Agree
18674 
Strongly agree
7127 
Neither agree nor disagree
5912 
Disagree
2756 
Strongly disagree
 
545

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAgree
2nd rowAgree
3rd rowStrongly agree
4th rowNeither agree nor disagree
5th rowNeither agree nor disagree

Common Values

ValueCountFrequency (%)
Agree 18674
25.5%
Strongly agree 7127
 
9.7%
Neither agree nor disagree 5912
 
8.1%
Disagree 2756
 
3.8%
Strongly disagree 545
 
0.7%
(Missing) 38254
52.2%

Common Values (Plot)

2023-02-17T14:39:14.962075image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Knowledge_6
Categorical

Distinct5
Distinct (%)< 0.1%
Missing38277
Missing (%)52.2%
Memory size572.5 KiB
Agree
12916 
Neither agree nor disagree
9755 
Disagree
6965 
Strongly agree
4260 
Strongly disagree
 
1095

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAgree
2nd rowAgree
3rd rowAgree
4th rowAgree
5th rowNeither agree nor disagree

Common Values

ValueCountFrequency (%)
Agree 12916
 
17.6%
Neither agree nor disagree 9755
 
13.3%
Disagree 6965
 
9.5%
Strongly agree 4260
 
5.8%
Strongly disagree 1095
 
1.5%
(Missing) 38277
52.2%

Common Values (Plot)

2023-02-17T14:39:15.105788image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Knowledge_7
Categorical

Distinct5
Distinct (%)< 0.1%
Missing38291
Missing (%)52.3%
Memory size572.5 KiB
Agree
13080 
Neither agree nor disagree
8852 
Disagree
6487 
Strongly agree
5259 
Strongly disagree
 
1299

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowDisagree
2nd rowAgree
3rd rowDisagree
4th rowAgree
5th rowNeither agree nor disagree

Common Values

ValueCountFrequency (%)
Agree 13080
 
17.9%
Neither agree nor disagree 8852
 
12.1%
Disagree 6487
 
8.9%
Strongly agree 5259
 
7.2%
Strongly disagree 1299
 
1.8%
(Missing) 38291
52.3%

Common Values (Plot)

2023-02-17T14:39:15.246865image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Frequency_1
Categorical

Distinct5
Distinct (%)< 0.1%
Missing37897
Missing (%)51.7%
Memory size572.5 KiB
1-2 times a week
21689 
Never
8754 
3-5 times a week
3489 
6-10 times a week
 
796
10+ times a week
 
643

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row3-5 times a week
2nd row10+ times a week
3rd rowNever
4th row1-2 times a week
5th row1-2 times a week

Common Values

ValueCountFrequency (%)
1-2 times a week 21689
29.6%
Never 8754
 
11.9%
3-5 times a week 3489
 
4.8%
6-10 times a week 796
 
1.1%
10+ times a week 643
 
0.9%
(Missing) 37897
51.7%

Common Values (Plot)

2023-02-17T14:39:15.392944image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Frequency_2
Categorical

Distinct5
Distinct (%)< 0.1%
Missing37924
Missing (%)51.8%
Memory size572.5 KiB
1-2 times a week
16368 
3-5 times a week
8146 
10+ times a week
3950 
6-10 times a week
3454 
Never
3426 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row3-5 times a week
2nd row10+ times a week
3rd rowNever
4th row10+ times a week
5th row3-5 times a week

Common Values

ValueCountFrequency (%)
1-2 times a week 16368
22.3%
3-5 times a week 8146
 
11.1%
10+ times a week 3950
 
5.4%
6-10 times a week 3454
 
4.7%
Never 3426
 
4.7%
(Missing) 37924
51.8%

Common Values (Plot)

2023-02-17T14:39:15.538737image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Frequency_3
Categorical

Distinct5
Distinct (%)< 0.1%
Missing38753
Missing (%)52.9%
Memory size572.5 KiB
1-2 times a week
17666 
Never
11081 
3-5 times a week
4019 
6-10 times a week
 
969
10+ times a week
 
780

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNever
2nd row3-5 times a week
3rd rowNever
4th row1-2 times a week
5th row1-2 times a week

Common Values

ValueCountFrequency (%)
1-2 times a week 17666
24.1%
Never 11081
 
15.1%
3-5 times a week 4019
 
5.5%
6-10 times a week 969
 
1.3%
10+ times a week 780
 
1.1%
(Missing) 38753
52.9%

Common Values (Plot)

2023-02-17T14:39:15.685922image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

TimeSearching
Categorical

Distinct5
Distinct (%)< 0.1%
Missing37070
Missing (%)50.6%
Memory size572.5 KiB
30-60 minutes a day
13652 
15-30 minutes a day
10122 
60-120 minutes a day
6371 
Less than 15 minutes a day
3528 
Over 120 minutes a day
2525 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row15-30 minutes a day
2nd row30-60 minutes a day
3rd row30-60 minutes a day
4th row60-120 minutes a day
5th row30-60 minutes a day

Common Values

ValueCountFrequency (%)
30-60 minutes a day 13652
 
18.6%
15-30 minutes a day 10122
 
13.8%
60-120 minutes a day 6371
 
8.7%
Less than 15 minutes a day 3528
 
4.8%
Over 120 minutes a day 2525
 
3.4%
(Missing) 37070
50.6%

Common Values (Plot)

2023-02-17T14:39:15.826765image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

TimeAnswering
Categorical

Distinct5
Distinct (%)< 0.1%
Missing37246
Missing (%)50.8%
Memory size572.5 KiB
15-30 minutes a day
11871 
30-60 minutes a day
10718 
Less than 15 minutes a day
7522 
60-120 minutes a day
4388 
Over 120 minutes a day
1523 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowOver 120 minutes a day
2nd row60-120 minutes a day
3rd rowLess than 15 minutes a day
4th row30-60 minutes a day
5th row30-60 minutes a day

Common Values

ValueCountFrequency (%)
15-30 minutes a day 11871
 
16.2%
30-60 minutes a day 10718
 
14.6%
Less than 15 minutes a day 7522
 
10.3%
60-120 minutes a day 4388
 
6.0%
Over 120 minutes a day 1523
 
2.1%
(Missing) 37246
50.8%

Common Values (Plot)

2023-02-17T14:39:15.978636image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Onboarding
Categorical

Distinct5
Distinct (%)< 0.1%
Missing37589
Missing (%)51.3%
Memory size572.5 KiB
Somewhat long
12961 
Just right
12526 
Somewhat short
4434 
Very long
4352 
Very short
1406 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowSomewhat long
2nd rowJust right
3rd rowSomewhat short
4th rowVery short
5th rowSomewhat long

Common Values

ValueCountFrequency (%)
Somewhat long 12961
 
17.7%
Just right 12526
 
17.1%
Somewhat short 4434
 
6.1%
Very long 4352
 
5.9%
Very short 1406
 
1.9%
(Missing) 37589
51.3%

Common Values (Plot)

2023-02-17T14:39:16.126875image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

ProfessionalTech
Categorical

HIGH CARDINALITY  MISSING 

Distinct155
Distinct (%)0.4%
Missing38362
Missing (%)52.4%
Memory size572.5 KiB
None of these
4658 
DevOps function;Microservices;Developer portal or other central places to find tools/services;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools
2421 
Innersource initiative;DevOps function;Microservices;Developer portal or other central places to find tools/services;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools
2414 
DevOps function;Microservices;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools
 
1915
DevOps function;Microservices;Continuous integration (CI) and (more often) continuous delivery;Automated testing
 
1575
Other values (150)
21923 

Unique

Unique14 ?
Unique (%)< 0.1%

Sample

1st rowInnersource initiative;DevOps function;Microservices;Developer portal or other central places to find tools/services;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools
2nd rowInnersource initiative;DevOps function;Microservices;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools
3rd rowDevOps function;Microservices
4th rowContinuous integration (CI) and (more often) continuous delivery;Automated testing
5th rowDevOps function;Continuous integration (CI) and (more often) continuous delivery;Automated testing

Common Values

ValueCountFrequency (%)
None of these 4658
 
6.4%
DevOps function;Microservices;Developer portal or other central places to find tools/services;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools 2421
 
3.3%
Innersource initiative;DevOps function;Microservices;Developer portal or other central places to find tools/services;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools 2414
 
3.3%
DevOps function;Microservices;Continuous integration (CI) and (more often) continuous delivery;Automated testing;Observability tools 1915
 
2.6%
DevOps function;Microservices;Continuous integration (CI) and (more often) continuous delivery;Automated testing 1575
 
2.1%
DevOps function;Continuous integration (CI) and (more often) continuous delivery;Automated testing 1290
 
1.8%
Continuous integration (CI) and (more often) continuous delivery;Automated testing 1246
 
1.7%
DevOps function;Microservices;Developer portal or other central places to find tools/services;Continuous integration (CI) and (more often) continuous delivery;Automated testing 1151
 
1.6%
Continuous integration (CI) and (more often) continuous delivery 959
 
1.3%
DevOps function;Microservices;Continuous integration (CI) and (more often) continuous delivery 831
 
1.1%
Other values (145) 16446
22.4%
(Missing) 38362
52.4%

TrueFalse_1
Categorical

Distinct2
Distinct (%)< 0.1%
Missing37449
Missing (%)51.1%
Memory size572.5 KiB
Yes
23767 
No
12052 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowYes
2nd rowYes
3rd rowYes
4th rowNo
5th rowNo

Common Values

ValueCountFrequency (%)
Yes 23767
32.4%
No 12052
 
16.4%
(Missing) 37449
51.1%

Common Values (Plot)

2023-02-17T14:39:16.260988image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

TrueFalse_2
Categorical

Distinct2
Distinct (%)< 0.1%
Missing37553
Missing (%)51.3%
Memory size572.5 KiB
Yes
22716 
No
12999 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowYes
2nd rowYes
3rd rowNo
4th rowNo
5th rowYes

Common Values

ValueCountFrequency (%)
Yes 22716
31.0%
No 12999
 
17.7%
(Missing) 37553
51.3%

Common Values (Plot)

2023-02-17T14:39:16.372183image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

TrueFalse_3
Categorical

Distinct2
Distinct (%)< 0.1%
Missing37519
Missing (%)51.2%
Memory size572.5 KiB
Yes
28027 
No
7722 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowYes
2nd rowNo
3rd rowYes
4th rowNo
5th rowYes

Common Values

ValueCountFrequency (%)
Yes 28027
38.3%
No 7722
 
10.5%
(Missing) 37519
51.2%

Common Values (Plot)

2023-02-17T14:39:16.486509image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

SurveyLength
Categorical

Distinct3
Distinct (%)< 0.1%
Missing2824
Missing (%)3.9%
Memory size572.5 KiB
Appropriate in length
53883 
Too long
14491 
Too short
 
2070

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowToo long
2nd rowAppropriate in length
3rd rowAppropriate in length
4th rowToo long
5th rowAppropriate in length

Common Values

ValueCountFrequency (%)
Appropriate in length 53883
73.5%
Too long 14491
 
19.8%
Too short 2070
 
2.8%
(Missing) 2824
 
3.9%

Common Values (Plot)

2023-02-17T14:39:16.600895image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

SurveyEase
Categorical

Distinct3
Distinct (%)< 0.1%
Missing2760
Missing (%)3.8%
Memory size572.5 KiB
Easy
47886 
Neither easy nor difficult
21627 
Difficult
 
995

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowDifficult
2nd rowNeither easy nor difficult
3rd rowEasy
4th rowEasy
5th rowEasy

Common Values

ValueCountFrequency (%)
Easy 47886
65.4%
Neither easy nor difficult 21627
29.5%
Difficult 995
 
1.4%
(Missing) 2760
 
3.8%

Common Values (Plot)

2023-02-17T14:39:16.721939image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

ConvertedCompYearly
Real number (ℝ)

MISSING  SKEWED 

Distinct7909
Distinct (%)20.8%
Missing35197
Missing (%)48.0%
Infinite0
Infinite (%)0.0%
Mean170761.2778
Minimum1
Maximum50000000
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size572.5 KiB
2023-02-17T14:39:16.843633image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/

Quantile statistics

Minimum1
5-th percentile7248
Q135832
median67845
Q3120000
95-th percentile383916
Maximum50000000
Range49999999
Interquartile range (IQR)84168

Descriptive statistics

Standard deviation781413.2364
Coefficient of variation (CV)4.576056388
Kurtosis1050.408338
Mean170761.2778
Median Absolute Deviation (MAD)38799
Skewness24.52871338
Sum6501052609
Variance6.10606646 × 1011
MonotonicityNot monotonic
2023-02-17T14:39:16.991302image/svg+xmlMatplotlib v3.7.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
150000 393
 
0.5%
200000 362
 
0.5%
120000 341
 
0.5%
63986 304
 
0.4%
100000 279
 
0.4%
53322 270
 
0.4%
74651 260
 
0.4%
140000 258
 
0.4%
130000 255
 
0.3%
180000 231
 
0.3%
Other values (7899) 35118
47.9%
(Missing) 35197
48.0%
ValueCountFrequency (%)
1 5
< 0.1%
3 3
< 0.1%
4 6
< 0.1%
5 3
< 0.1%
7 2
 
< 0.1%
ValueCountFrequency (%)
50000000 1
< 0.1%
44790396 1
< 0.1%
35000000 1
< 0.1%
32500000 1
< 0.1%
28853768 1
< 0.1%