Overview

Dataset statistics

Number of variables60
Number of observations4999
Missing cells35580
Missing cells (%)11.9%
Total size in memory2.3 MiB
Average record size in memory480.0 B

Variable types

Categorical56
Numeric4

Warnings

Country has a high cardinality: 113 distinct values High cardinality
CurrencyDesc has a high cardinality: 82 distinct values High cardinality
CurrencySymbol has a high cardinality: 82 distinct values High cardinality
DatabaseDesireNextYear has a high cardinality: 829 distinct values High cardinality
DatabaseWorkedWith has a high cardinality: 839 distinct values High cardinality
DevType has a high cardinality: 1405 distinct values High cardinality
Ethnicity has a high cardinality: 69 distinct values High cardinality
JobFactors has a high cardinality: 205 distinct values High cardinality
LanguageDesireNextYear has a high cardinality: 2561 distinct values High cardinality
LanguageWorkedWith has a high cardinality: 2376 distinct values High cardinality
MiscTechDesireNextYear has a high cardinality: 998 distinct values High cardinality
MiscTechWorkedWith has a high cardinality: 605 distinct values High cardinality
NEWCollabToolsDesireNextYear has a high cardinality: 481 distinct values High cardinality
NEWCollabToolsWorkedWith has a high cardinality: 513 distinct values High cardinality
NEWJobHunt has a high cardinality: 884 distinct values High cardinality
NEWJobHuntResearch has a high cardinality: 63 distinct values High cardinality
NEWPurchaseResearch has a high cardinality: 56 distinct values High cardinality
NEWStuck has a high cardinality: 300 distinct values High cardinality
PlatformDesireNextYear has a high cardinality: 1621 distinct values High cardinality
PlatformWorkedWith has a high cardinality: 1468 distinct values High cardinality
WebframeDesireNextYear has a high cardinality: 824 distinct values High cardinality
WebframeWorkedWith has a high cardinality: 869 distinct values High cardinality
YearsCode has a high cardinality: 52 distinct values High cardinality
Age has 614 (12.3%) missing values Missing
CompFreq has 1305 (26.1%) missing values Missing
CompTotal has 1536 (30.7%) missing values Missing
ConvertedComp has 1546 (30.9%) missing values Missing
CurrencyDesc has 869 (17.4%) missing values Missing
CurrencySymbol has 869 (17.4%) missing values Missing
DatabaseDesireNextYear has 1226 (24.5%) missing values Missing
DatabaseWorkedWith has 704 (14.1%) missing values Missing
DevType has 637 (12.7%) missing values Missing
EdLevel has 103 (2.1%) missing values Missing
Ethnicity has 511 (10.2%) missing values Missing
Gender has 234 (4.7%) missing values Missing
JobFactors has 459 (9.2%) missing values Missing
JobSat has 886 (17.7%) missing values Missing
JobSeek has 295 (5.9%) missing values Missing
LanguageDesireNextYear has 363 (7.3%) missing values Missing
LanguageWorkedWith has 55 (1.1%) missing values Missing
MiscTechDesireNextYear has 1238 (24.8%) missing values Missing
MiscTechWorkedWith has 1314 (26.3%) missing values Missing
NEWCollabToolsDesireNextYear has 818 (16.4%) missing values Missing
NEWCollabToolsWorkedWith has 265 (5.3%) missing values Missing
NEWDevOps has 978 (19.6%) missing values Missing
NEWDevOpsImpt has 1050 (21.0%) missing values Missing
NEWEdImpt has 624 (12.5%) missing values Missing
NEWJobHunt has 926 (18.5%) missing values Missing
NEWJobHuntResearch has 1043 (20.9%) missing values Missing
NEWLearn has 178 (3.6%) missing values Missing
NEWOffTopic has 265 (5.3%) missing values Missing
NEWOnboardGood has 988 (19.8%) missing values Missing
NEWOvertime has 926 (18.5%) missing values Missing
NEWPurchaseResearch has 1660 (33.2%) missing values Missing
NEWPurpleLink has 65 (1.3%) missing values Missing
NEWStuck has 79 (1.6%) missing values Missing
OpSys has 53 (1.1%) missing values Missing
OrgSize has 972 (19.4%) missing values Missing
PlatformDesireNextYear has 617 (12.3%) missing values Missing
PlatformWorkedWith has 297 (5.9%) missing values Missing
PurchaseWhat has 1341 (26.8%) missing values Missing
Sexuality has 641 (12.8%) missing values Missing
SOAccount has 82 (1.6%) missing values Missing
SOComm has 86 (1.7%) missing values Missing
SOPartFreq has 660 (13.2%) missing values Missing
SOVisitFreq has 83 (1.7%) missing values Missing
SurveyEase has 60 (1.2%) missing values Missing
SurveyLength has 76 (1.5%) missing values Missing
Trans has 299 (6.0%) missing values Missing
UndergradMajor has 553 (11.1%) missing values Missing
WebframeDesireNextYear has 1568 (31.4%) missing values Missing
WebframeWorkedWith has 1287 (25.7%) missing values Missing
WelcomeChange has 212 (4.2%) missing values Missing
WorkWeekHrs has 1066 (21.3%) missing values Missing
YearsCodePro has 844 (16.9%) missing values Missing
CompTotal is highly skewed (γ1 = 58.84725992) Skewed

Reproduction

Analysis started2021-07-24 00:27:29.955753
Analysis finished2021-07-24 00:27:30.213517
Duration0.26 seconds
Software versionpandas-profiling v3.0.0
Download configurationconfig.json

Variables

MainBranch
Categorical

Distinct5
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
I am a developer by profession
3923 
I am not primarily a developer, but I write code sometimes as part of my work
427 
I am a student who is learning to code
 
381
I code primarily as a hobby
 
179
I used to be a developer by profession, but no longer am
 
89

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowI am a developer by profession
2nd rowI am a developer by profession
3rd rowI code primarily as a hobby
4th rowI am a developer by profession
5th rowI used to be a developer by profession, but no longer am

Common Values

ValueCountFrequency (%)
I am a developer by profession3923
78.5%
I am not primarily a developer, but I write code sometimes as part of my work427
 
8.5%
I am a student who is learning to code381
 
7.6%
I code primarily as a hobby179
 
3.6%
I used to be a developer by profession, but no longer am89
 
1.8%

Hobbyist
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
Yes
3979 
No
1020 

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
Yes3979
79.6%
No1020
 
20.4%

Age
Real number (ℝ≥0)

MISSING

Distinct74
Distinct (%)1.7%
Missing614
Missing (%)12.3%
Infinite0
Infinite (%)0.0%
Mean32.85742303
Minimum11
Maximum99
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size39.2 KiB
2021-07-23T19:27:30.492793image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/

Quantile statistics

Minimum11
5-th percentile20
Q125
median31
Q338
95-th percentile53
Maximum99
Range88
Interquartile range (IQR)13

Descriptive statistics

Standard deviation10.54114939
Coefficient of variation (CV)0.3208148546
Kurtosis2.160826993
Mean32.85742303
Median Absolute Deviation (MAD)6
Skewness1.172579131
Sum144079.8
Variance111.1158305
MonotonicityNot monotonic
2021-07-23T19:27:30.577436image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
25219
 
4.4%
27212
 
4.2%
29207
 
4.1%
28206
 
4.1%
26202
 
4.0%
30198
 
4.0%
24198
 
4.0%
31182
 
3.6%
32173
 
3.5%
34164
 
3.3%
Other values (64)2424
48.5%
(Missing)614
 
12.3%
ValueCountFrequency (%)
112
 
< 0.1%
121
 
< 0.1%
135
 
0.1%
1416
0.3%
1514
0.3%
ValueCountFrequency (%)
992
< 0.1%
941
< 0.1%
861
< 0.1%
851
< 0.1%
841
< 0.1%

Age1stCode
Categorical

Distinct49
Distinct (%)1.0%
Missing31
Missing (%)0.6%
Memory size39.2 KiB
12
508 
14
468 
15
467 
16
434 
13
421 
Other values (44)
2670 

Unique

Unique9 ?
Unique (%)0.2%

Sample

1st row13
2nd row19
3rd row15
4th row18
5th row16

Common Values

ValueCountFrequency (%)
12508
10.2%
14468
 
9.4%
15467
 
9.3%
16434
 
8.7%
13421
 
8.4%
10403
 
8.1%
18370
 
7.4%
17280
 
5.6%
11241
 
4.8%
19187
 
3.7%
Other values (39)1189
23.8%

CompFreq
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing1305
Missing (%)26.1%
Memory size39.2 KiB
Yearly
2598 
Monthly
939 
Weekly
 
157

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
Yearly2598
52.0%
Monthly939
 
18.8%
Weekly157
 
3.1%
(Missing)1305
26.1%

CompTotal
Real number (ℝ≥0)

MISSING
SKEWED

Distinct690
Distinct (%)19.9%
Missing1536
Missing (%)30.7%
Infinite0
Infinite (%)0.0%
Mean2.887669651 × 1045
Minimum0
Maximum1 × 1049
Zeros16
Zeros (%)0.3%
Negative0
Negative (%)0.0%
Memory size39.2 KiB
2021-07-23T19:27:30.840656image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile2400
Q150000
median90000
Q3132500
95-th percentile300000
Maximum1 × 1049
Range1 × 1049
Interquartile range (IQR)82500

Descriptive statistics

Standard deviation1.699314465 × 1047
Coefficient of variation (CV)58.84725992
Kurtosis3463
Mean2.887669651 × 1045
Median Absolute Deviation (MAD)40000
Skewness58.84725992
Sum1 × 1049
Variance2.887669651 × 1094
MonotonicityNot monotonic
2021-07-23T19:27:30.925307image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
100000107
 
2.1%
12000098
 
2.0%
15000090
 
1.8%
8000082
 
1.6%
11000080
 
1.6%
7500072
 
1.4%
9000068
 
1.4%
14000065
 
1.3%
13000063
 
1.3%
7000063
 
1.3%
Other values (680)2675
53.5%
(Missing)1536
30.7%
ValueCountFrequency (%)
016
0.3%
11
 
< 0.1%
241
 
< 0.1%
501
 
< 0.1%
652
 
< 0.1%
ValueCountFrequency (%)
1 × 10491
< 0.1%
1 × 10151
< 0.1%
9000000001
< 0.1%
2000000001
< 0.1%
1500000001
< 0.1%

ConvertedComp
Real number (ℝ≥0)

MISSING

Distinct1299
Distinct (%)37.6%
Missing1546
Missing (%)30.9%
Infinite0
Infinite (%)0.0%
Mean150126.3695
Minimum0
Maximum2000000
Zeros16
Zeros (%)0.3%
Negative0
Negative (%)0.0%
Memory size39.2 KiB
2021-07-23T19:27:31.072463image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/

Quantile statistics

Minimum0
5-th percentile11726.4
Q150000
median84848
Q3130000
95-th percentile389150
Maximum2000000
Range2000000
Interquartile range (IQR)80000

Descriptive statistics

Standard deviation299416.7019
Coefficient of variation (CV)1.99443111
Kurtosis26.18326087
Mean150126.3695
Median Absolute Deviation (MAD)39848
Skewness5.031254205
Sum518386354
Variance8.965036138 × 1010
MonotonicityNot monotonic
2021-07-23T19:27:31.164669image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
12000074
 
1.5%
15000065
 
1.3%
10000065
 
1.3%
200000056
 
1.1%
11000056
 
1.1%
8000050
 
1.0%
13000049
 
1.0%
14000047
 
0.9%
12500047
 
0.9%
9000046
 
0.9%
Other values (1289)2898
58.0%
(Missing)1546
30.9%
ValueCountFrequency (%)
016
0.3%
261
 
< 0.1%
421
 
< 0.1%
541
 
< 0.1%
651
 
< 0.1%
ValueCountFrequency (%)
200000056
1.1%
19680001
 
< 0.1%
19200002
 
< 0.1%
18600001
 
< 0.1%
18480001
 
< 0.1%

Country
Categorical

HIGH CARDINALITY

Distinct113
Distinct (%)2.3%
Missing0
Missing (%)0.0%
Memory size39.2 KiB
United States
2573 
Canada
437 
United Kingdom
259 
Germany
 
198
India
 
138
Other values (108)
1394 

Unique

Unique22 ?
Unique (%)0.4%

Sample

1st rowGermany
2nd rowUnited Kingdom
3rd rowRussian Federation
4th rowAlbania
5th rowUnited States

Common Values

ValueCountFrequency (%)
United States2573
51.5%
Canada437
 
8.7%
United Kingdom259
 
5.2%
Germany198
 
4.0%
India138
 
2.8%
Brazil117
 
2.3%
France81
 
1.6%
Australia71
 
1.4%
Poland67
 
1.3%
Netherlands62
 
1.2%
Other values (103)996
 
19.9%

CurrencyDesc
Categorical

HIGH CARDINALITY
MISSING

Distinct82
Distinct (%)2.0%
Missing869
Missing (%)17.4%
Memory size39.2 KiB
United States dollar
2256 
European Euro
505 
Canadian dollar
358 
Pound sterling
 
218
Brazilian real
 
99
Other values (77)
694 

Unique

Unique20 ?
Unique (%)0.5%

Sample

1st rowEuropean Euro
2nd rowPound sterling
3rd rowAlbanian lek
4th rowEuropean Euro
5th rowUnited States dollar

Common Values

ValueCountFrequency (%)
United States dollar2256
45.1%
European Euro505
 
10.1%
Canadian dollar358
 
7.2%
Pound sterling218
 
4.4%
Brazilian real99
 
2.0%
Indian rupee93
 
1.9%
Australian dollar68
 
1.4%
Polish zloty54
 
1.1%
Mexican peso40
 
0.8%
Turkish lira33
 
0.7%
Other values (72)406
 
8.1%
(Missing)869
 
17.4%

CurrencySymbol
Categorical

HIGH CARDINALITY
MISSING

Distinct82
Distinct (%)2.0%
Missing869
Missing (%)17.4%
Memory size39.2 KiB
USD
2256 
EUR
505 
CAD
358 
GBP
 
218
BRL
 
99
Other values (77)
694 

Unique

Unique20 ?
Unique (%)0.5%

Sample

1st rowEUR
2nd rowGBP
3rd rowALL
4th rowEUR
5th rowUSD

Common Values

ValueCountFrequency (%)
USD2256
45.1%
EUR505
 
10.1%
CAD358
 
7.2%
GBP218
 
4.4%
BRL99
 
2.0%
INR93
 
1.9%
AUD68
 
1.4%
PLN54
 
1.1%
MXN40
 
0.8%
TRY33
 
0.7%
Other values (72)406
 
8.1%
(Missing)869
 
17.4%

DatabaseDesireNextYear
Categorical

HIGH CARDINALITY
MISSING

Distinct829
Distinct (%)22.0%
Missing1226
Missing (%)24.5%
Memory size39.2 KiB
Microsoft SQL Server
 
246
PostgreSQL
 
237
MongoDB
 
135
MySQL
 
133
PostgreSQL;Redis
 
98
Other values (824)
2924 

Unique

Unique461 ?
Unique (%)12.2%

Sample

1st rowMicrosoft SQL Server
2nd rowMySQL;PostgreSQL
3rd rowMongoDB
4th rowMicrosoft SQL Server
5th rowFirebase;MongoDB;PostgreSQL

Common Values

ValueCountFrequency (%)
Microsoft SQL Server246
 
4.9%
PostgreSQL237
 
4.7%
MongoDB135
 
2.7%
MySQL133
 
2.7%
PostgreSQL;Redis98
 
2.0%
SQLite91
 
1.8%
Firebase76
 
1.5%
PostgreSQL;SQLite57
 
1.1%
MongoDB;PostgreSQL53
 
1.1%
Microsoft SQL Server;MySQL46
 
0.9%
Other values (819)2601
52.0%
(Missing)1226
24.5%

DatabaseWorkedWith
Categorical

HIGH CARDINALITY
MISSING

Distinct839
Distinct (%)19.5%
Missing704
Missing (%)14.1%
Memory size39.2 KiB
Microsoft SQL Server
379 
MySQL
 
266
PostgreSQL
 
188
SQLite
 
117
Microsoft SQL Server;MySQL
 
104
Other values (834)
3241 

Unique

Unique473 ?
Unique (%)11.0%

Sample

1st rowElasticsearch;Microsoft SQL Server;Oracle
2nd rowMySQL;PostgreSQL;Redis;SQLite
3rd rowMariaDB;MySQL;Redis
4th rowMicrosoft SQL Server
5th rowFirebase;MongoDB;PostgreSQL;SQLite

Common Values

ValueCountFrequency (%)
Microsoft SQL Server379
 
7.6%
MySQL266
 
5.3%
PostgreSQL188
 
3.8%
SQLite117
 
2.3%
Microsoft SQL Server;MySQL104
 
2.1%
MySQL;SQLite83
 
1.7%
MongoDB83
 
1.7%
MySQL;PostgreSQL72
 
1.4%
Microsoft SQL Server;SQLite71
 
1.4%
Oracle65
 
1.3%
Other values (829)2867
57.4%
(Missing)704
 
14.1%

DevType
Categorical

HIGH CARDINALITY
MISSING

Distinct1405
Distinct (%)32.2%
Missing637
Missing (%)12.7%
Memory size39.2 KiB
Developer, full-stack
437 
Developer, back-end
 
213
Developer, back-end;Developer, front-end;Developer, full-stack
 
192
Developer, back-end;Developer, full-stack
 
119
Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack
 
99
Other values (1400)
3302 

Unique

Unique1054 ?
Unique (%)24.2%

Sample

1st rowDeveloper, desktop or enterprise applications;Developer, full-stack
2nd rowDeveloper, full-stack;Developer, mobile
3rd rowDesigner;Developer, front-end;Developer, mobile
4th rowDeveloper, back-end;Developer, front-end;Developer, QA or test;DevOps specialist
5th rowDeveloper, back-end;Developer, desktop or enterprise applications;Developer, game or graphics

Common Values

ValueCountFrequency (%)
Developer, full-stack437
 
8.7%
Developer, back-end213
 
4.3%
Developer, back-end;Developer, front-end;Developer, full-stack192
 
3.8%
Developer, back-end;Developer, full-stack119
 
2.4%
Developer, back-end;Developer, desktop or enterprise applications;Developer, front-end;Developer, full-stack99
 
2.0%
Developer, front-end94
 
1.9%
Developer, front-end;Developer, full-stack90
 
1.8%
Developer, mobile80
 
1.6%
Developer, back-end;Developer, desktop or enterprise applications;Developer, full-stack56
 
1.1%
Developer, desktop or enterprise applications56
 
1.1%
Other values (1395)2926
58.5%
(Missing)637
 
12.7%

EdLevel
Categorical

MISSING

Distinct9
Distinct (%)0.2%
Missing103
Missing (%)2.1%
Memory size39.2 KiB
Bachelor’s degree (B.A., B.S., B.Eng., etc.)
2355 
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)
1020 
Some college/university study without earning a degree
652 
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)
320 
Associate degree (A.A., A.S., etc.)
 
217
Other values (4)
332 

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 rowMaster’s degree (M.A., M.S., M.Eng., MBA, etc.)
4th rowBachelor’s degree (B.A., B.S., B.Eng., 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.)2355
47.1%
Master’s degree (M.A., M.S., M.Eng., MBA, etc.)1020
20.4%
Some college/university study without earning a degree652
 
13.0%
Secondary school (e.g. American high school, German Realschule or Gymnasium, etc.)320
 
6.4%
Associate degree (A.A., A.S., etc.)217
 
4.3%
Other doctoral degree (Ph.D., Ed.D., etc.)164
 
3.3%
Primary/elementary school78
 
1.6%
Professional degree (JD, MD, etc.)66
 
1.3%
I never completed any formal education24
 
0.5%
(Missing)103
 
2.1%

Employment
Categorical

Distinct7
Distinct (%)0.1%
Missing20
Missing (%)0.4%
Memory size39.2 KiB
Employed full-time
3705 
Independent contractor, freelancer, or self-employed
471 
Student
461 
Not employed, but looking for work
 
162
Employed part-time
 
107
Other values (2)
 
73

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowIndependent contractor, freelancer, or self-employed
2nd rowEmployed full-time
3rd rowEmployed full-time
4th rowEmployed full-time
5th rowEmployed full-time

Common Values

ValueCountFrequency (%)
Employed full-time3705
74.1%
Independent contractor, freelancer, or self-employed471
 
9.4%
Student461
 
9.2%
Not employed, but looking for work162
 
3.2%
Employed part-time107
 
2.1%
Not employed, and not looking for work38
 
0.8%
Retired35
 
0.7%
(Missing)20
 
0.4%

Ethnicity
Categorical

HIGH CARDINALITY
MISSING

Distinct69
Distinct (%)1.5%
Missing511
Missing (%)10.2%
Memory size39.2 KiB
White or of European descent
3340 
Hispanic or Latino/a/x
 
215
South Asian
 
209
Middle Eastern
 
126
East Asian
 
105
Other values (64)
493 

Unique

Unique25 ?
Unique (%)0.6%

Sample

1st rowWhite or of European descent
2nd rowWhite or of European descent
3rd rowWhite or of European descent
4th rowWhite or of European descent
5th rowWhite or of European descent

Common Values

ValueCountFrequency (%)
White or of European descent3340
66.8%
Hispanic or Latino/a/x215
 
4.3%
South Asian209
 
4.2%
Middle Eastern126
 
2.5%
East Asian105
 
2.1%
Black or of African descent80
 
1.6%
Southeast Asian74
 
1.5%
Hispanic or Latino/a/x;White or of European descent73
 
1.5%
Middle Eastern;White or of European descent44
 
0.9%
Multiracial27
 
0.5%
Other values (59)195
 
3.9%
(Missing)511
 
10.2%

Gender
Categorical

MISSING

Distinct7
Distinct (%)0.1%
Missing234
Missing (%)4.7%
Memory size39.2 KiB
Man
4402 
Woman
 
307
Non-binary, genderqueer, or gender non-conforming
 
33
Woman;Non-binary, genderqueer, or gender non-conforming
 
11
Man;Non-binary, genderqueer, or gender non-conforming
 
7
Other values (2)
 
5

Unique

Unique1 ?
Unique (%)< 0.1%

Sample

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

Common Values

ValueCountFrequency (%)
Man4402
88.1%
Woman307
 
6.1%
Non-binary, genderqueer, or gender non-conforming33
 
0.7%
Woman;Non-binary, genderqueer, or gender non-conforming11
 
0.2%
Man;Non-binary, genderqueer, or gender non-conforming7
 
0.1%
Woman;Man4
 
0.1%
Woman;Man;Non-binary, genderqueer, or gender non-conforming1
 
< 0.1%
(Missing)234
 
4.7%

JobFactors
Categorical

HIGH CARDINALITY
MISSING

Distinct205
Distinct (%)4.5%
Missing459
Missing (%)9.2%
Memory size39.2 KiB
Flex time or a flexible schedule;Languages, frameworks, and other technologies I’d be working with;Remote work options
 
293
Flex time or a flexible schedule;Languages, frameworks, and other technologies I’d be working with;Office environment or company culture
 
237
Languages, frameworks, and other technologies I’d be working with;Office environment or company culture;Opportunities for professional development
 
206
Languages, frameworks, and other technologies I’d be working with;Remote work options;Office environment or company culture
 
138
Flex time or a flexible schedule;Remote work options;Office environment or company culture
 
132
Other values (200)
3534 

Unique

Unique24 ?
Unique (%)0.5%

Sample

1st rowLanguages, frameworks, and other technologies I’d be working with;Remote work options;Opportunities for professional development
2nd rowFlex time or a flexible schedule;Office environment or company culture;Opportunities for professional development
3rd rowDiversity of the company or organization;Languages, frameworks, and other technologies I’d be working with;Office environment or company culture
4th rowRemote work options;Opportunities for professional development;Family friendliness
5th rowDiversity of the company or organization;Remote work options;Office environment or company culture

Common Values

ValueCountFrequency (%)
Flex time or a flexible schedule;Languages, frameworks, and other technologies I’d be working with;Remote work options293
 
5.9%
Flex time or a flexible schedule;Languages, frameworks, and other technologies I’d be working with;Office environment or company culture237
 
4.7%
Languages, frameworks, and other technologies I’d be working with;Office environment or company culture;Opportunities for professional development206
 
4.1%
Languages, frameworks, and other technologies I’d be working with;Remote work options;Office environment or company culture138
 
2.8%
Flex time or a flexible schedule;Remote work options;Office environment or company culture132
 
2.6%
Flex time or a flexible schedule;Languages, frameworks, and other technologies I’d be working with;Opportunities for professional development131
 
2.6%
Flex time or a flexible schedule;Office environment or company culture;Opportunities for professional development126
 
2.5%
Languages, frameworks, and other technologies I’d be working with;Remote work options;Opportunities for professional development119
 
2.4%
Flex time or a flexible schedule;Remote work options;Opportunities for professional development119
 
2.4%
Languages, frameworks, and other technologies I’d be working with;How widely used or impactful my work output would be;Office environment or company culture101
 
2.0%
Other values (195)2938
58.8%
(Missing)459
 
9.2%

JobSat
Categorical

MISSING

Distinct5
Distinct (%)0.1%
Missing886
Missing (%)17.7%
Memory size39.2 KiB
Very satisfied
1527 
Slightly satisfied
1256 
Slightly dissatisfied
597 
Neither satisfied nor dissatisfied
433 
Very dissatisfied
300 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowSlightly satisfied
2nd rowVery dissatisfied
3rd rowSlightly dissatisfied
4th rowSlightly satisfied
5th rowVery satisfied

Common Values

ValueCountFrequency (%)
Very satisfied1527
30.5%
Slightly satisfied1256
25.1%
Slightly dissatisfied597
 
11.9%
Neither satisfied nor dissatisfied433
 
8.7%
Very dissatisfied300
 
6.0%
(Missing)886
17.7%

JobSeek
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing295
Missing (%)5.9%
Memory size39.2 KiB
I’m not actively looking, but I am open to new opportunities
2620 
I am not interested in new job opportunities
1396 
I am actively looking for a job
688 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowI am not interested in new job opportunities
2nd rowI am not interested in new job opportunities
3rd rowI’m not actively looking, but I am open to new opportunities
4th rowI am not interested in new job opportunities
5th rowI’m not actively looking, but I am open to new opportunities

Common Values

ValueCountFrequency (%)
I’m not actively looking, but I am open to new opportunities2620
52.4%
I am not interested in new job opportunities1396
27.9%
I am actively looking for a job688
 
13.8%
(Missing)295
 
5.9%

LanguageDesireNextYear
Categorical

HIGH CARDINALITY
MISSING

Distinct2561
Distinct (%)55.2%
Missing363
Missing (%)7.3%
Memory size39.2 KiB
Python
 
81
C#
 
53
Rust
 
44
HTML/CSS;JavaScript;TypeScript
 
42
C#;HTML/CSS;JavaScript;SQL;TypeScript
 
41
Other values (2556)
4375 

Unique

Unique2042 ?
Unique (%)44.0%

Sample

1st rowC#;HTML/CSS;JavaScript
2nd rowPython;Swift
3rd rowObjective-C;Python;Swift
4th rowJava;Ruby;Scala
5th rowHTML/CSS;Java;JavaScript

Common Values

ValueCountFrequency (%)
Python81
 
1.6%
C#53
 
1.1%
Rust44
 
0.9%
HTML/CSS;JavaScript;TypeScript42
 
0.8%
C#;HTML/CSS;JavaScript;SQL;TypeScript41
 
0.8%
Go34
 
0.7%
HTML/CSS;JavaScript31
 
0.6%
C#;HTML/CSS;JavaScript;SQL31
 
0.6%
TypeScript26
 
0.5%
Java26
 
0.5%
Other values (2551)4227
84.6%
(Missing)363
 
7.3%

LanguageWorkedWith
Categorical

HIGH CARDINALITY
MISSING

Distinct2376
Distinct (%)48.1%
Missing55
Missing (%)1.1%
Memory size39.2 KiB
C#;HTML/CSS;JavaScript;SQL
 
87
C#;HTML/CSS;JavaScript;SQL;TypeScript
 
86
HTML/CSS;JavaScript;PHP;SQL
 
69
HTML/CSS;JavaScript
 
67
HTML/CSS;JavaScript;TypeScript
 
59
Other values (2371)
4576 

Unique

Unique1827 ?
Unique (%)37.0%

Sample

1st rowC#;HTML/CSS;JavaScript
2nd rowJavaScript;Swift
3rd rowObjective-C;Python;Swift
4th rowHTML/CSS;Ruby;SQL
5th rowHTML/CSS;Java;JavaScript

Common Values

ValueCountFrequency (%)
C#;HTML/CSS;JavaScript;SQL87
 
1.7%
C#;HTML/CSS;JavaScript;SQL;TypeScript86
 
1.7%
HTML/CSS;JavaScript;PHP;SQL69
 
1.4%
HTML/CSS;JavaScript67
 
1.3%
HTML/CSS;JavaScript;TypeScript59
 
1.2%
Python53
 
1.1%
Bash/Shell/PowerShell;C#;HTML/CSS;JavaScript;SQL;TypeScript51
 
1.0%
C#;HTML/CSS;JavaScript37
 
0.7%
Java37
 
0.7%
Python;SQL33
 
0.7%
Other values (2366)4365
87.3%
(Missing)55
 
1.1%

MiscTechDesireNextYear
Categorical

HIGH CARDINALITY
MISSING

Distinct998
Distinct (%)26.5%
Missing1238
Missing (%)24.8%
Memory size39.2 KiB
Node.js
387 
.NET;.NET Core
 
163
.NET Core
 
151
Node.js;React Native
 
136
React Native
 
71
Other values (993)
2853 

Unique

Unique671 ?
Unique (%)17.8%

Sample

1st row.NET Core;Xamarin
2nd rowReact Native;TensorFlow;Unity 3D
3rd rowAnsible;Chef
4th rowUnity 3D
5th rowPandas;TensorFlow

Common Values

ValueCountFrequency (%)
Node.js387
 
7.7%
.NET;.NET Core163
 
3.3%
.NET Core151
 
3.0%
Node.js;React Native136
 
2.7%
React Native71
 
1.4%
TensorFlow64
 
1.3%
.NET;.NET Core;Node.js62
 
1.2%
Flutter61
 
1.2%
Teraform61
 
1.2%
Pandas59
 
1.2%
Other values (988)2546
50.9%
(Missing)1238
24.8%

MiscTechWorkedWith
Categorical

HIGH CARDINALITY
MISSING

Distinct605
Distinct (%)16.4%
Missing1314
Missing (%)26.3%
Memory size39.2 KiB
Node.js
656 
.NET;.NET Core
340 
.NET
246 
.NET;.NET Core;Node.js
 
198
Pandas
 
128
Other values (600)
2117 

Unique

Unique375 ?
Unique (%)10.2%

Sample

1st row.NET;.NET Core
2nd rowReact Native
3rd rowAnsible
4th rowAnsible
5th rowPandas

Common Values

ValueCountFrequency (%)
Node.js656
 
13.1%
.NET;.NET Core340
 
6.8%
.NET246
 
4.9%
.NET;.NET Core;Node.js198
 
4.0%
Pandas128
 
2.6%
Node.js;React Native106
 
2.1%
.NET;Node.js65
 
1.3%
Ansible54
 
1.1%
.NET Core51
 
1.0%
.NET Core;Node.js47
 
0.9%
Other values (595)1794
35.9%
(Missing)1314
26.3%

NEWCollabToolsDesireNextYear
Categorical

HIGH CARDINALITY
MISSING

Distinct481
Distinct (%)11.5%
Missing818
Missing (%)16.4%
Memory size39.2 KiB
Github
434 
Github;Slack
 
224
Github;Slack;Google Suite (Docs, Meet, etc)
 
187
Github;Gitlab
 
137
Github;Google Suite (Docs, Meet, etc)
 
116
Other values (476)
3083 

Unique

Unique192 ?
Unique (%)4.6%

Sample

1st rowMicrosoft Teams;Microsoft Azure;Trello
2nd rowGithub;Slack
3rd rowGithub;Google Suite (Docs, Meet, etc)
4th rowGithub;Slack
5th rowGithub;Microsoft Teams

Common Values

ValueCountFrequency (%)
Github434
 
8.7%
Github;Slack224
 
4.5%
Github;Slack;Google Suite (Docs, Meet, etc)187
 
3.7%
Github;Gitlab137
 
2.7%
Github;Google Suite (Docs, Meet, etc)116
 
2.3%
Github;Gitlab;Slack111
 
2.2%
Gitlab78
 
1.6%
Confluence;Jira;Github;Slack;Google Suite (Docs, Meet, etc)72
 
1.4%
Github;Microsoft Teams;Microsoft Azure71
 
1.4%
Confluence;Jira;Github;Slack71
 
1.4%
Other values (471)2680
53.6%
(Missing)818
 
16.4%

NEWCollabToolsWorkedWith
Categorical

HIGH CARDINALITY
MISSING

Distinct513
Distinct (%)10.8%
Missing265
Missing (%)5.3%
Memory size39.2 KiB
Github
 
312
Confluence;Jira;Github;Slack;Google Suite (Docs, Meet, etc)
 
167
Github;Slack;Google Suite (Docs, Meet, etc)
 
128
Github;Slack
 
126
Confluence;Jira;Github;Slack
 
122
Other values (508)
3879 

Unique

Unique193 ?
Unique (%)4.1%

Sample

1st rowConfluence;Jira;Slack;Microsoft Azure;Trello
2nd rowConfluence;Jira;Github;Gitlab;Slack
3rd rowConfluence;Jira;Github;Slack;Google Suite (Docs, Meet, etc)
4th rowConfluence;Github;Slack;Trello
5th rowConfluence;Jira;Github;Slack;Microsoft Teams;Google Suite (Docs, Meet, etc)

Common Values

ValueCountFrequency (%)
Github312
 
6.2%
Confluence;Jira;Github;Slack;Google Suite (Docs, Meet, etc)167
 
3.3%
Github;Slack;Google Suite (Docs, Meet, etc)128
 
2.6%
Github;Slack126
 
2.5%
Confluence;Jira;Github;Slack122
 
2.4%
Github;Google Suite (Docs, Meet, etc)109
 
2.2%
Github;Gitlab96
 
1.9%
Github;Slack;Trello;Google Suite (Docs, Meet, etc)94
 
1.9%
Jira;Github;Slack;Google Suite (Docs, Meet, etc)86
 
1.7%
Confluence;Jira;Github;Gitlab;Slack78
 
1.6%
Other values (503)3416
68.3%
(Missing)265
 
5.3%

NEWDevOps
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing978
Missing (%)19.6%
Memory size39.2 KiB
No
1806 
Yes
1763 
Not sure
452 

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
No1806
36.1%
Yes1763
35.3%
Not sure452
 
9.0%
(Missing)978
19.6%

NEWDevOpsImpt
Categorical

MISSING

Distinct5
Distinct (%)0.1%
Missing1050
Missing (%)21.0%
Memory size39.2 KiB
Extremely important
1901 
Somewhat important
1174 
Neutral
734 
Not very important
 
78
Not at all important
 
62

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowSomewhat important
2nd rowExtremely important
3rd rowExtremely important
4th rowNeutral
5th rowExtremely important

Common Values

ValueCountFrequency (%)
Extremely important1901
38.0%
Somewhat important1174
23.5%
Neutral734
 
14.7%
Not very important78
 
1.6%
Not at all important62
 
1.2%
(Missing)1050
21.0%

NEWEdImpt
Categorical

MISSING

Distinct5
Distinct (%)0.1%
Missing624
Missing (%)12.5%
Memory size39.2 KiB
Somewhat important
1068 
Fairly important
1063 
Very important
992 
Not at all important/not necessary
824 
Critically important
428 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowFairly important
2nd rowFairly important
3rd rowNot at all important/not necessary
4th rowVery important
5th rowFairly important

Common Values

ValueCountFrequency (%)
Somewhat important1068
21.4%
Fairly important1063
21.3%
Very important992
19.8%
Not at all important/not necessary824
16.5%
Critically important428
8.6%
(Missing)624
12.5%

NEWJobHunt
Categorical

HIGH CARDINALITY
MISSING

Distinct884
Distinct (%)21.7%
Missing926
Missing (%)18.5%
Memory size39.2 KiB
Curious about other opportunities;Better compensation;Wanting to work with new technologies;Growth or leadership opportunities
 
122
Curious about other opportunities;Better compensation;Better work/life balance;Wanting to work with new technologies;Growth or leadership opportunities
 
99
Better compensation
 
71
Curious about other opportunities;Better compensation;Wanting to work with new technologies
 
67
Curious about other opportunities;Better compensation;Growth or leadership opportunities
 
65
Other values (879)
3649 

Unique

Unique386 ?
Unique (%)9.5%

Sample

1st rowCurious about other opportunities;Wanting to work with new technologies
2nd rowBetter compensation;Growth or leadership opportunities
3rd rowCurious about other opportunities;Better compensation;Trouble with my direct manager;Trouble with leadership at my company;Better work/life balance;Wanting to work with new technologies;Growth or leadership opportunities
4th rowCurious about other opportunities;Growth or leadership opportunities
5th rowCurious about other opportunities;Better compensation;Looking to relocate

Common Values

ValueCountFrequency (%)
Curious about other opportunities;Better compensation;Wanting to work with new technologies;Growth or leadership opportunities122
 
2.4%
Curious about other opportunities;Better compensation;Better work/life balance;Wanting to work with new technologies;Growth or leadership opportunities99
 
2.0%
Better compensation71
 
1.4%
Curious about other opportunities;Better compensation;Wanting to work with new technologies67
 
1.3%
Curious about other opportunities;Better compensation;Growth or leadership opportunities65
 
1.3%
Curious about other opportunities;Better compensation;Wanting to work with new technologies;Growth or leadership opportunities;Looking to relocate59
 
1.2%
Curious about other opportunities;Better compensation58
 
1.2%
Better compensation;Wanting to work with new technologies;Growth or leadership opportunities58
 
1.2%
Curious about other opportunities56
 
1.1%
Curious about other opportunities;Better compensation;Better work/life balance;Wanting to work with new technologies;Growth or leadership opportunities;Looking to relocate52
 
1.0%
Other values (874)3366
67.3%
(Missing)926
 
18.5%

NEWJobHuntResearch
Categorical

HIGH CARDINALITY
MISSING

Distinct63
Distinct (%)1.6%
Missing1043
Missing (%)20.9%
Memory size39.2 KiB
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company;Directly asking current or past employees at the company
310 
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company
 
213
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family
 
205
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind)
 
198
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Read other media like news articles, founder profiles, etc. about the company
 
188
Other values (58)
2842 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowRead company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family
2nd rowRead company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company
3rd rowCompany reviews from third party sites (e.g. Glassdoor, Blind);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company
4th rowRead company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company;Directly asking current or past employees at the company
5th rowPersonal network - friends or family;Directly asking current or past employees at the company

Common Values

ValueCountFrequency (%)
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Publicly available financial information (e.g. Crunchbase);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company;Directly asking current or past employees at the company310
 
6.2%
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company213
 
4.3%
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family205
 
4.1%
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind)198
 
4.0%
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Read other media like news articles, founder profiles, etc. about the company188
 
3.8%
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family;Read other media like news articles, founder profiles, etc. about the company;Directly asking current or past employees at the company184
 
3.7%
Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family153
 
3.1%
Read company media, such as employee blogs or company culture videos;Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family;Directly asking current or past employees at the company134
 
2.7%
Company reviews from third party sites (e.g. Glassdoor, Blind);Personal network - friends or family;Directly asking current or past employees at the company131
 
2.6%
Company reviews from third party sites (e.g. Glassdoor, Blind)129
 
2.6%
Other values (53)2111
42.2%
(Missing)1043
20.9%

NEWLearn
Categorical

MISSING

Distinct4
Distinct (%)0.1%
Missing178
Missing (%)3.6%
Memory size39.2 KiB
Once a year
1815 
Every few months
1558 
Once every few years
1342 
Once a decade
 
106

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowOnce a year
2nd rowOnce a year
3rd rowOnce a decade
4th rowOnce a year
5th rowOnce a year

Common Values

ValueCountFrequency (%)
Once a year1815
36.3%
Every few months1558
31.2%
Once every few years1342
26.8%
Once a decade106
 
2.1%
(Missing)178
 
3.6%

NEWOffTopic
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing265
Missing (%)5.3%
Memory size39.2 KiB
No
2007 
Not sure
1621 
Yes
1106 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNot sure
2nd rowNot sure
3rd rowNot sure
4th rowNo
5th rowNo

Common Values

ValueCountFrequency (%)
No2007
40.1%
Not sure1621
32.4%
Yes1106
22.1%
(Missing)265
 
5.3%

NEWOnboardGood
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing988
Missing (%)19.8%
Memory size39.2 KiB
Yes
1948 
No
1128 
Onboarding? What onboarding?
935 

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
Yes1948
39.0%
No1128
22.6%
Onboarding? What onboarding?935
18.7%
(Missing)988
19.8%

NEWOtherComms
Categorical

Distinct2
Distinct (%)< 0.1%
Missing32
Missing (%)0.6%
Memory size39.2 KiB
No
2930 
Yes
2037 

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
No2930
58.6%
Yes2037
40.7%
(Missing)32
 
0.6%

NEWOvertime
Categorical

MISSING

Distinct5
Distinct (%)0.1%
Missing926
Missing (%)18.5%
Memory size39.2 KiB
Sometimes: 1-2 days per month but less than weekly
1094 
Occasionally: 1-2 days per quarter but less than monthly
943 
Often: 1-2 days per week or more
916 
Rarely: 1-2 days per year or less
670 
Never
450 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowOften: 1-2 days per week or more
2nd rowOccasionally: 1-2 days per quarter but less than monthly
3rd rowNever
4th rowSometimes: 1-2 days per month but less than weekly
5th rowOccasionally: 1-2 days per quarter but less than monthly

Common Values

ValueCountFrequency (%)
Sometimes: 1-2 days per month but less than weekly1094
21.9%
Occasionally: 1-2 days per quarter but less than monthly943
18.9%
Often: 1-2 days per week or more916
18.3%
Rarely: 1-2 days per year or less670
13.4%
Never450
9.0%
(Missing)926
18.5%

NEWPurchaseResearch
Categorical

HIGH CARDINALITY
MISSING

Distinct56
Distinct (%)1.7%
Missing1660
Missing (%)33.2%
Memory size39.2 KiB
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow
711 
Start a free trial;Ask developers I know/work with
370 
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd
317 
Start a free trial
248 
Start a free trial;Visit developer communities like Stack Overflow
238 
Other values (51)
1455 

Unique

Unique3 ?
Unique (%)0.1%

Sample

1st rowStart a free trial;Ask developers I know/work with
2nd rowStart a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd;Research companies that have advertised on sites I visit
3rd rowAsk developers I know/work with;Read ratings or reviews on third party sites like G2Crowd
4th rowStart a free trial;Ask developers I know/work with
5th rowStart a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd

Common Values

ValueCountFrequency (%)
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow711
14.2%
Start a free trial;Ask developers I know/work with370
 
7.4%
Start a free trial;Ask developers I know/work with;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd317
 
6.3%
Start a free trial248
 
5.0%
Start a free trial;Visit developer communities like Stack Overflow238
 
4.8%
Ask developers I know/work with;Visit developer communities like Stack Overflow225
 
4.5%
Start a free trial;Ask developers I know/work with;Read ratings or reviews on third party sites like G2Crowd122
 
2.4%
Start a free trial;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd117
 
2.3%
Ask developers I know/work with112
 
2.2%
Ask developers I know/work with;Visit developer communities like Stack Overflow;Read ratings or reviews on third party sites like G2Crowd106
 
2.1%
Other values (46)773
15.5%
(Missing)1660
33.2%

NEWPurpleLink
Categorical

MISSING

Distinct4
Distinct (%)0.1%
Missing65
Missing (%)1.3%
Memory size39.2 KiB
Hello, old friend
2418 
Indifferent
991 
Amused
880 
Annoyed
645 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowAmused
2nd rowAmused
3rd rowHello, old friend
4th rowAmused
5th rowHello, old friend

Common Values

ValueCountFrequency (%)
Hello, old friend2418
48.4%
Indifferent991
19.8%
Amused880
 
17.6%
Annoyed645
 
12.9%
(Missing)65
 
1.3%

NEWSOSites
Categorical

Distinct29
Distinct (%)0.6%
Missing34
Missing (%)0.7%
Memory size39.2 KiB
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics)
1920 
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers)
1460 
Stack Overflow (public Q&A for anyone who codes)
837 
Stack Overflow (public Q&A for anyone who codes);Stack Overflow Jobs (for job seekers)
360 
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers);Stack Overflow for Teams (private Q&A for organizations)
 
133
Other values (24)
255 

Unique

Unique7 ?
Unique (%)0.1%

Sample

1st rowStack Overflow (public Q&A for anyone who codes)
2nd rowStack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers)
3rd rowStack Overflow (public Q&A for anyone who codes)
4th rowStack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers)
5th rowStack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers);Stack Overflow for Teams (private Q&A for organizations);Stack Overflow Talent (for hiring companies/recruiters)

Common Values

ValueCountFrequency (%)
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics)1920
38.4%
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers)1460
29.2%
Stack Overflow (public Q&A for anyone who codes)837
16.7%
Stack Overflow (public Q&A for anyone who codes);Stack Overflow Jobs (for job seekers)360
 
7.2%
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers);Stack Overflow for Teams (private Q&A for organizations)133
 
2.7%
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow for Teams (private Q&A for organizations)82
 
1.6%
Stack Overflow (public Q&A for anyone who codes);Stack Exchange (public Q&A for a variety of topics);Stack Overflow Jobs (for job seekers);Stack Overflow Talent (for hiring companies/recruiters)32
 
0.6%
Stack Overflow (public Q&A for anyone who codes);Stack Overflow for Teams (private Q&A for organizations)26
 
0.5%
I have never visited any of these sites18
 
0.4%
Stack Overflow (public Q&A for anyone who codes);Stack Overflow Jobs (for job seekers);Stack Overflow for Teams (private Q&A for organizations)15
 
0.3%
Other values (19)82
 
1.6%
(Missing)34
 
0.7%

NEWStuck
Categorical

HIGH CARDINALITY
MISSING

Distinct300
Distinct (%)6.1%
Missing79
Missing (%)1.6%
Memory size39.2 KiB
Visit Stack Overflow;Go for a walk or other physical activity;Do other work and come back later
 
247
Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos;Do other work and come back later
 
231
Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Do other work and come back later
 
228
Visit Stack Overflow
 
208
Visit Stack Overflow;Watch help / tutorial videos
 
207
Other values (295)
3799 

Unique

Unique88 ?
Unique (%)1.8%

Sample

1st rowVisit Stack Overflow;Go for a walk or other physical activity;Do other work and come back later
2nd rowVisit Stack Overflow;Go for a walk or other physical activity
3rd rowCall a coworker or friend;Visit Stack Overflow;Watch help / tutorial videos;Do other work and come back later;Visit another developer community (please name):
4th rowPlay games;Visit Stack Overflow;Watch help / tutorial videos;Do other work and come back later
5th rowPlay games;Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos;Do other work and come back later

Common Values

ValueCountFrequency (%)
Visit Stack Overflow;Go for a walk or other physical activity;Do other work and come back later247
 
4.9%
Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos;Do other work and come back later231
 
4.6%
Call a coworker or friend;Visit Stack Overflow;Go for a walk or other physical activity;Do other work and come back later228
 
4.6%
Visit Stack Overflow208
 
4.2%
Visit Stack Overflow;Watch help / tutorial videos207
 
4.1%
Call a coworker or friend;Visit Stack Overflow;Do other work and come back later195
 
3.9%
Visit Stack Overflow;Watch help / tutorial videos;Do other work and come back later192
 
3.8%
Visit Stack Overflow;Go for a walk or other physical activity;Watch help / tutorial videos;Do other work and come back later184
 
3.7%
Visit Stack Overflow;Do other work and come back later182
 
3.6%
Call a coworker or friend;Visit Stack Overflow;Watch help / tutorial videos;Do other work and come back later181
 
3.6%
Other values (290)2865
57.3%

OpSys
Categorical

MISSING

Distinct4
Distinct (%)0.1%
Missing53
Missing (%)1.1%
Memory size39.2 KiB
Windows
2361 
MacOS
1452 
Linux-based
1128 
BSD
 
5

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowWindows
2nd rowMacOS
3rd rowLinux-based
4th rowLinux-based
5th rowWindows

Common Values

ValueCountFrequency (%)
Windows2361
47.2%
MacOS1452
29.0%
Linux-based1128
22.6%
BSD5
 
0.1%
(Missing)53
 
1.1%

OrgSize
Categorical

MISSING

Distinct9
Distinct (%)0.2%
Missing972
Missing (%)19.4%
Memory size39.2 KiB
20 to 99 employees
803 
100 to 499 employees
739 
10,000 or more employees
651 
1,000 to 4,999 employees
502 
2 to 9 employees
368 
Other values (4)
964 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row2 to 9 employees
2nd row1,000 to 4,999 employees
3rd row20 to 99 employees
4th row20 to 99 employees
5th row20 to 99 employees

Common Values

ValueCountFrequency (%)
20 to 99 employees803
16.1%
100 to 499 employees739
14.8%
10,000 or more employees651
13.0%
1,000 to 4,999 employees502
10.0%
2 to 9 employees368
 
7.4%
10 to 19 employees296
 
5.9%
500 to 999 employees272
 
5.4%
Just me - I am a freelancer, sole proprietor, etc.210
 
4.2%
5,000 to 9,999 employees186
 
3.7%
(Missing)972
19.4%

PlatformDesireNextYear
Categorical

HIGH CARDINALITY
MISSING

Distinct1621
Distinct (%)37.0%
Missing617
Missing (%)12.3%
Memory size39.2 KiB
Windows
 
157
Linux
 
149
Linux;Windows
 
91
Microsoft Azure;Windows
 
66
Docker;Linux
 
59
Other values (1616)
3860 

Unique

Unique1137 ?
Unique (%)25.9%

Sample

1st rowAndroid;iOS;Kubernetes;Microsoft Azure;Windows
2nd rowiOS;Kubernetes;Linux;MacOS
3rd rowDocker;Google Cloud Platform;Heroku;Linux;Windows
4th rowAndroid
5th rowiOS;Slack Apps and Integrations

Common Values

ValueCountFrequency (%)
Windows157
 
3.1%
Linux149
 
3.0%
Linux;Windows91
 
1.8%
Microsoft Azure;Windows66
 
1.3%
Docker;Linux59
 
1.2%
AWS58
 
1.2%
Android55
 
1.1%
Docker;Kubernetes;Linux47
 
0.9%
AWS;Docker;Kubernetes;Linux43
 
0.9%
Microsoft Azure40
 
0.8%
Other values (1611)3617
72.4%
(Missing)617
 
12.3%

PlatformWorkedWith
Categorical

HIGH CARDINALITY
MISSING

Distinct1468
Distinct (%)31.2%
Missing297
Missing (%)5.9%
Memory size39.2 KiB
Windows
395 
Linux;Windows
 
192
Linux
 
150
Microsoft Azure;Windows
 
121
Android
 
73
Other values (1463)
3771 

Unique

Unique1001 ?
Unique (%)21.3%

Sample

1st rowWindows
2nd rowiOS
3rd rowAWS;Docker;Linux;MacOS;Windows
4th rowAndroid;Docker;WordPress
5th rowDocker

Common Values

ValueCountFrequency (%)
Windows395
 
7.9%
Linux;Windows192
 
3.8%
Linux150
 
3.0%
Microsoft Azure;Windows121
 
2.4%
Android73
 
1.5%
Docker;Linux70
 
1.4%
AWS55
 
1.1%
Docker;Linux;Windows51
 
1.0%
Microsoft Azure49
 
1.0%
Android;Windows44
 
0.9%
Other values (1458)3502
70.1%
(Missing)297
 
5.9%

PurchaseWhat
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing1341
Missing (%)26.8%
Memory size39.2 KiB
I have some influence
1510 
I have little or no influence
1501 
I have a great deal of influence
647 

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
I have some influence1510
30.2%
I have little or no influence1501
30.0%
I have a great deal of influence647
12.9%
(Missing)1341
26.8%

Sexuality
Categorical

MISSING

Distinct14
Distinct (%)0.3%
Missing641
Missing (%)12.8%
Memory size39.2 KiB
Straight / Heterosexual
3967 
Bisexual
 
189
Gay or Lesbian
 
105
Bisexual;Straight / Heterosexual
 
30
Queer
 
23
Other values (9)
 
44

Unique

Unique4 ?
Unique (%)0.1%

Sample

1st rowStraight / Heterosexual
2nd rowStraight / Heterosexual
3rd rowStraight / Heterosexual
4th rowStraight / Heterosexual
5th rowStraight / Heterosexual

Common Values

ValueCountFrequency (%)
Straight / Heterosexual3967
79.4%
Bisexual189
 
3.8%
Gay or Lesbian105
 
2.1%
Bisexual;Straight / Heterosexual30
 
0.6%
Queer23
 
0.5%
Bisexual;Queer20
 
0.4%
Gay or Lesbian;Queer8
 
0.2%
Bisexual;Gay or Lesbian5
 
0.1%
Bisexual;Gay or Lesbian;Straight / Heterosexual;Queer4
 
0.1%
Straight / Heterosexual;Queer3
 
0.1%
Other values (4)4
 
0.1%
(Missing)641
 
12.8%

SOAccount
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing82
Missing (%)1.6%
Memory size39.2 KiB
Yes
4346 
No
 
354
Not sure/can't remember
 
217

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
Yes4346
86.9%
No354
 
7.1%
Not sure/can't remember217
 
4.3%
(Missing)82
 
1.6%

SOComm
Categorical

MISSING

Distinct6
Distinct (%)0.1%
Missing86
Missing (%)1.7%
Memory size39.2 KiB
Yes, somewhat
1413 
No, not really
1238 
Yes, definitely
972 
Neutral
884 
No, not at all
366 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowNo, not at all
2nd rowYes, definitely
3rd rowYes, somewhat
4th rowYes, definitely
5th rowYes, somewhat

Common Values

ValueCountFrequency (%)
Yes, somewhat1413
28.3%
No, not really1238
24.8%
Yes, definitely972
19.4%
Neutral884
17.7%
No, not at all366
 
7.3%
Not sure40
 
0.8%
(Missing)86
 
1.7%

SOPartFreq
Categorical

MISSING

Distinct6
Distinct (%)0.1%
Missing660
Missing (%)13.2%
Memory size39.2 KiB
Less than once per month or monthly
1735 
A few times per month or weekly
827 
I have never participated in Q&A on Stack Overflow
670 
A few times per week
501 
Daily or almost daily
337 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowLess than once per month or monthly
2nd rowA few times per month or weekly
3rd rowA few times per month or weekly
4th rowLess than once per month or monthly
5th rowA few times per month or weekly

Common Values

ValueCountFrequency (%)
Less than once per month or monthly1735
34.7%
A few times per month or weekly827
16.5%
I have never participated in Q&A on Stack Overflow670
 
13.4%
A few times per week501
 
10.0%
Daily or almost daily337
 
6.7%
Multiple times per day269
 
5.4%
(Missing)660
 
13.2%

SOVisitFreq
Categorical

MISSING

Distinct6
Distinct (%)0.1%
Missing83
Missing (%)1.7%
Memory size39.2 KiB
Multiple times per day
1604 
Daily or almost daily
1515 
A few times per week
1095 
A few times per month or weekly
569 
Less than once per month or monthly
 
131

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
Multiple times per day1604
32.1%
Daily or almost daily1515
30.3%
A few times per week1095
21.9%
A few times per month or weekly569
 
11.4%
Less than once per month or monthly131
 
2.6%
I have never visited Stack Overflow (before today)2
 
< 0.1%
(Missing)83
 
1.7%

SurveyEase
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing60
Missing (%)1.2%
Memory size39.2 KiB
Easy
3548 
Neither easy nor difficult
1355 
Difficult
 
36

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
Easy3548
71.0%
Neither easy nor difficult1355
 
27.1%
Difficult36
 
0.7%
(Missing)60
 
1.2%

SurveyLength
Categorical

MISSING

Distinct3
Distinct (%)0.1%
Missing76
Missing (%)1.5%
Memory size39.2 KiB
Appropriate in length
3916 
Too long
773 
Too short
 
234

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
Appropriate in length3916
78.3%
Too long773
 
15.5%
Too short234
 
4.7%
(Missing)76
 
1.5%

Trans
Categorical

MISSING

Distinct2
Distinct (%)< 0.1%
Missing299
Missing (%)6.0%
Memory size39.2 KiB
No
4651 
Yes
 
49

Unique

Unique0 ?
Unique (%)0.0%

Sample

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

Common Values

ValueCountFrequency (%)
No4651
93.0%
Yes49
 
1.0%
(Missing)299
 
6.0%

UndergradMajor
Categorical

MISSING

Distinct12
Distinct (%)0.3%
Missing553
Missing (%)11.1%
Memory size39.2 KiB
Computer science, computer engineering, or software engineering
2688 
Another engineering discipline (such as civil, electrical, mechanical, etc.)
355 
Information systems, information technology, or system administration
324 
A natural science (such as biology, chemistry, physics, etc.)
 
236
Mathematics or statistics
 
181
Other values (7)
662 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowComputer science, computer engineering, or software engineering
2nd rowComputer science, computer engineering, or software engineering
3rd rowComputer science, computer engineering, or software engineering
4th rowComputer science, computer engineering, or software engineering
5th rowComputer science, computer engineering, or software engineering

Common Values

ValueCountFrequency (%)
Computer science, computer engineering, or software engineering2688
53.8%
Another engineering discipline (such as civil, electrical, mechanical, etc.)355
 
7.1%
Information systems, information technology, or system administration324
 
6.5%
A natural science (such as biology, chemistry, physics, etc.)236
 
4.7%
Mathematics or statistics181
 
3.6%
A social science (such as anthropology, psychology, political science, etc.)149
 
3.0%
A humanities discipline (such as literature, history, philosophy, etc.)126
 
2.5%
A business discipline (such as accounting, finance, marketing, etc.)118
 
2.4%
Web development or web design103
 
2.1%
Fine arts or performing arts (such as graphic design, music, studio art, etc.)91
 
1.8%
Other values (2)75
 
1.5%
(Missing)553
 
11.1%

WebframeDesireNextYear
Categorical

HIGH CARDINALITY
MISSING

Distinct824
Distinct (%)24.0%
Missing1568
Missing (%)31.4%
Memory size39.2 KiB
React.js
 
230
ASP.NET Core
 
123
Vue.js
 
102
Express;React.js
 
95
Flask
 
82
Other values (819)
2799 

Unique

Unique505 ?
Unique (%)14.7%

Sample

1st rowASP.NET Core
2nd rowDjango;Ruby on Rails
3rd rowReact.js
4th rowDjango;React.js;Vue.js
5th rowAngular.js

Common Values

ValueCountFrequency (%)
React.js230
 
4.6%
ASP.NET Core123
 
2.5%
Vue.js102
 
2.0%
Express;React.js95
 
1.9%
Flask82
 
1.6%
Spring75
 
1.5%
jQuery68
 
1.4%
ASP.NET Core;React.js64
 
1.3%
Angular61
 
1.2%
ASP.NET;ASP.NET Core60
 
1.2%
Other values (814)2471
49.4%
(Missing)1568
31.4%

WebframeWorkedWith
Categorical

HIGH CARDINALITY
MISSING

Distinct869
Distinct (%)23.4%
Missing1287
Missing (%)25.7%
Memory size39.2 KiB
jQuery
 
184
React.js
 
183
Flask
 
107
Spring
 
90
Express;React.js
 
87
Other values (864)
3061 

Unique

Unique525 ?
Unique (%)14.1%

Sample

1st rowASP.NET;ASP.NET Core
2nd rowRuby on Rails
3rd rowFlask
4th rowjQuery
5th rowFlask;jQuery

Common Values

ValueCountFrequency (%)
jQuery184
 
3.7%
React.js183
 
3.7%
Flask107
 
2.1%
Spring90
 
1.8%
Express;React.js87
 
1.7%
ASP.NET;jQuery77
 
1.5%
ASP.NET;ASP.NET Core;jQuery76
 
1.5%
ASP.NET73
 
1.5%
ASP.NET;ASP.NET Core71
 
1.4%
Angular60
 
1.2%
Other values (859)2704
54.1%
(Missing)1287
25.7%

WelcomeChange
Categorical

MISSING

Distinct6
Distinct (%)0.1%
Missing212
Missing (%)4.2%
Memory size39.2 KiB
Just as welcome now as I felt last year
3415 
Somewhat more welcome now than last year
404 
Somewhat less welcome now than last year
361 
A lot less welcome now than last year
 
278
A lot more welcome now than last year
 
207

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st rowJust as welcome now as I felt last year
2nd rowSomewhat more welcome now than last year
3rd rowSomewhat more welcome now than last year
4th rowSomewhat less welcome now than last year
5th rowJust as welcome now as I felt last year

Common Values

ValueCountFrequency (%)
Just as welcome now as I felt last year3415
68.3%
Somewhat more welcome now than last year404
 
8.1%
Somewhat less welcome now than last year361
 
7.2%
A lot less welcome now than last year278
 
5.6%
A lot more welcome now than last year207
 
4.1%
Not applicable - I did not use Stack Overflow last year122
 
2.4%
(Missing)212
 
4.2%

WorkWeekHrs
Real number (ℝ≥0)

MISSING

Distinct71
Distinct (%)1.8%
Missing1066
Missing (%)21.3%
Infinite0
Infinite (%)0.0%
Mean40.98410882
Minimum2
Maximum375
Zeros0
Zeros (%)0.0%
Negative0
Negative (%)0.0%
Memory size39.2 KiB
2021-07-23T19:27:35.690234image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/

Quantile statistics

Minimum2
5-th percentile30
Q140
median40
Q342.5
95-th percentile55
Maximum375
Range373
Interquartile range (IQR)2.5

Descriptive statistics

Standard deviation12.16056173
Coefficient of variation (CV)0.29671407
Kurtosis295.6578113
Mean40.98410882
Median Absolute Deviation (MAD)0
Skewness11.18861309
Sum161190.5
Variance147.8792616
MonotonicityNot monotonic
2021-07-23T19:27:35.768371image/svg+xmlMatplotlib v3.4.2, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
402010
40.2%
45374
 
7.5%
50278
 
5.6%
35226
 
4.5%
30109
 
2.2%
60107
 
2.1%
38106
 
2.1%
4286
 
1.7%
3773
 
1.5%
37.554
 
1.1%
Other values (61)510
 
10.2%
(Missing)1066
21.3%
ValueCountFrequency (%)
21
 
< 0.1%
43
 
0.1%
510
0.2%
65
0.1%
73
 
0.1%
ValueCountFrequency (%)
3752
< 0.1%
1602
< 0.1%
1201
 
< 0.1%
1051
 
< 0.1%
1003
0.1%

YearsCode
Categorical

HIGH CARDINALITY

Distinct52
Distinct (%)1.0%
Missing37
Missing (%)0.7%
Memory size39.2 KiB
10
375 
8
 
274
6
 
271
20
 
262
5
 
251
Other values (47)
3529 

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row36
2nd row7
3rd row4
4th row7
5th row15

Common Values

ValueCountFrequency (%)
10375
 
7.5%
8274
 
5.5%
6271
 
5.4%
20262
 
5.2%
5251
 
5.0%
7248
 
5.0%
4231
 
4.6%
15228
 
4.6%
12200
 
4.0%
3197
 
3.9%
Other values (42)2425
48.5%

YearsCodePro
Categorical

MISSING

Distinct50
Distinct (%)1.2%
Missing844
Missing (%)16.9%
Memory size39.2 KiB
3
369 
2
352 
5
304 
4
295 
6
270 
Other values (45)
2565 

Unique

Unique3 ?
Unique (%)0.1%

Sample

1st row27
2nd row4
3rd row4
4th row8
5th row4

Common Values

ValueCountFrequency (%)
3369
 
7.4%
2352
 
7.0%
5304
 
6.1%
4295
 
5.9%
6270
 
5.4%
10253
 
5.1%
8197
 
3.9%
7194
 
3.9%
1190
 
3.8%
20183
 
3.7%
Other values (40)1548
31.0%
(Missing)844
16.9%