Overview
Brought to you by YData
Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 32561 |
| Missing cells | 4262 |
| Missing cells (%) | 0.9% |
| Duplicate rows | 24 |
| Duplicate rows (%) | 0.1% |
| Total size in memory | 18.1 MiB |
| Average record size in memory | 583.0 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 8 |
Dataset
| Description | Predict whether income exceeds $50K/yr based on census data. Also known as "Census Income" dataset. Extraction was done by Barry Becker from the 1994 Census database. A set of reasonably clean records was extracted using the following conditions: ((AAGE>16) && (AGI>100) && (AFNLWGT>1)&& (HRSWK>0)). Prediction task is to determine whether a person makes over 50K a year. |
|---|---|
| Creator | Barry Becker |
| Author | Ronny Kohavi and Barry Becker |
| URL | https://archive.ics.uci.edu/ml/datasets/adult |
Variable descriptions
| age | definition 0 |
|---|---|
| workclass | definition 1 |
| fnlwgt | definition 2 |
| education | definition 3 |
| education-num | definition 4 |
| marital-status | definition 5 |
| occupation | definition 6 |
| relationship | definition 7 |
| race | definition 8 |
| sex | definition 9 |
| capital-gain | definition 10 |
| capital-loss | definition 11 |
| hours-per-week | definition 12 |
| native-country | definition 13 |
| Dataset has 24 (0.1%) duplicate rows | Duplicates |
education is highly overall correlated with education-num | High correlation |
education-num is highly overall correlated with education | High correlation |
relationship is highly overall correlated with sex | High correlation |
sex is highly overall correlated with relationship | High correlation |
workclass is highly imbalanced (52.8%) | Imbalance |
race is highly imbalanced (65.6%) | Imbalance |
native-country is highly imbalanced (84.5%) | Imbalance |
workclass has 1836 (5.6%) missing values | Missing |
occupation has 1843 (5.7%) missing values | Missing |
native-country has 583 (1.8%) missing values | Missing |
capital-gain has 29849 (91.7%) zeros | Zeros |
capital-loss has 31042 (95.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-23 16:06:01.464008 |
|---|---|
| Analysis finished | 2025-09-23 16:06:05.454836 |
| Duration | 3.99 seconds |
| Software version | ydata-profiling v0.0.dev0 |
| Download configuration | config.json |
Variables
age
Real number (ℝ)
| Distinct | 73 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.581647 |
| Minimum | 17 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.5 KiB |
Quantile statistics
| Minimum | 17 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 28 |
| median | 37 |
| Q3 | 48 |
| 95-th percentile | 63 |
| Maximum | 90 |
| Range | 73 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 13.640433 |
|---|---|
| Coefficient of variation (CV) | 0.35354718 |
| Kurtosis | -0.16612746 |
| Mean | 38.581647 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.55874337 |
| Sum | 1256257 |
| Variance | 186.0614 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36 | 898 | 2.8% |
| 31 | 888 | 2.7% |
| 34 | 886 | 2.7% |
| 23 | 877 | 2.7% |
| 35 | 876 | 2.7% |
| 33 | 875 | 2.7% |
| 28 | 867 | 2.7% |
| 30 | 861 | 2.6% |
| 37 | 858 | 2.6% |
| 25 | 841 | 2.6% |
| Other values (63) | 23834 |
| Value | Count | Frequency (%) |
| 17 | 395 | |
| 18 | 550 | |
| 19 | 712 | |
| 20 | 753 | |
| 21 | 720 | |
| 22 | 765 | |
| 23 | 877 | |
| 24 | 798 | |
| 25 | 841 | |
| 26 | 785 |
| Value | Count | Frequency (%) |
| 90 | 43 | |
| 88 | 3 | < 0.1% |
| 87 | 1 | < 0.1% |
| 86 | 1 | < 0.1% |
| 85 | 3 | < 0.1% |
| 84 | 10 | < 0.1% |
| 83 | 6 | < 0.1% |
| 82 | 12 | < 0.1% |
| 81 | 20 | |
| 80 | 22 |
workclass
Categorical
Imbalance Missing
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1836 |
| Missing (%) | 5.6% |
| Memory size | 2.1 MiB |
| Private | |
|---|---|
| Self-emp-not-inc | |
| Local-gov | 2093 |
| State-gov | 1298 |
| Self-emp-inc | 1116 |
| Other values (3) | 981 |
Length
| Max length | 17 |
|---|---|
| Median length | 8 |
| Mean length | 9.2745972 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | State-gov |
|---|---|
| 2nd row | Self-emp-not-inc |
| 3rd row | Private |
| 4th row | Private |
| 5th row | Private |
Common Values
| Value | Count | Frequency (%) |
| Private | 22696 | |
| Self-emp-not-inc | 2541 | 7.8% |
| Local-gov | 2093 | 6.4% |
| State-gov | 1298 | 4.0% |
| Self-emp-inc | 1116 | 3.4% |
| Federal-gov | 960 | 2.9% |
| Without-pay | 14 | < 0.1% |
| Never-worked | 7 | < 0.1% |
| (Missing) | 1836 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| private | 22696 | |
| self-emp-not-inc | 2541 | 8.3% |
| local-gov | 2093 | 6.8% |
| state-gov | 1298 | 4.2% |
| self-emp-inc | 1116 | 3.6% |
| federal-gov | 960 | 3.1% |
| without-pay | 14 | < 0.1% |
| never-worked | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 33249 | |
| 30725 | ||
| t | 27861 | |
| a | 27061 | |
| v | 27054 | |
| i | 26367 | |
| r | 23670 | |
| P | 22696 | |
| - | 14227 | 5.0% |
| o | 9006 | 3.2% |
| Other values (18) | 43046 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 284962 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 33249 | |
| 30725 | ||
| t | 27861 | |
| a | 27061 | |
| v | 27054 | |
| i | 26367 | |
| r | 23670 | |
| P | 22696 | |
| - | 14227 | 5.0% |
| o | 9006 | 3.2% |
| Other values (18) | 43046 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 284962 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 33249 | |
| 30725 | ||
| t | 27861 | |
| a | 27061 | |
| v | 27054 | |
| i | 26367 | |
| r | 23670 | |
| P | 22696 | |
| - | 14227 | 5.0% |
| o | 9006 | 3.2% |
| Other values (18) | 43046 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 284962 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 33249 | |
| 30725 | ||
| t | 27861 | |
| a | 27061 | |
| v | 27054 | |
| i | 26367 | |
| r | 23670 | |
| P | 22696 | |
| - | 14227 | 5.0% |
| o | 9006 | 3.2% |
| Other values (18) | 43046 |
fnlwgt
Real number (ℝ)
| Distinct | 21648 |
|---|---|
| Distinct (%) | 66.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 189778.37 |
| Minimum | 12285 |
|---|---|
| Maximum | 1484705 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.5 KiB |
Quantile statistics
| Minimum | 12285 |
|---|---|
| 5-th percentile | 39460 |
| Q1 | 117827 |
| median | 178356 |
| Q3 | 237051 |
| 95-th percentile | 379682 |
| Maximum | 1484705 |
| Range | 1472420 |
| Interquartile range (IQR) | 119224 |
Descriptive statistics
| Standard deviation | 105549.98 |
|---|---|
| Coefficient of variation (CV) | 0.55617497 |
| Kurtosis | 6.218811 |
| Mean | 189778.37 |
| Median Absolute Deviation (MAD) | 59894 |
| Skewness | 1.4469801 |
| Sum | 6.1793734 × 109 |
| Variance | 1.1140798 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 164190 | 13 | < 0.1% |
| 203488 | 13 | < 0.1% |
| 123011 | 13 | < 0.1% |
| 113364 | 12 | < 0.1% |
| 121124 | 12 | < 0.1% |
| 148995 | 12 | < 0.1% |
| 126675 | 12 | < 0.1% |
| 188246 | 11 | < 0.1% |
| 155659 | 11 | < 0.1% |
| 102308 | 11 | < 0.1% |
| Other values (21638) | 32441 |
| Value | Count | Frequency (%) |
| 12285 | 1 | < 0.1% |
| 13769 | 1 | < 0.1% |
| 14878 | 1 | < 0.1% |
| 18827 | 1 | < 0.1% |
| 19214 | 1 | < 0.1% |
| 19302 | 5 | |
| 19395 | 2 | < 0.1% |
| 19410 | 1 | < 0.1% |
| 19491 | 1 | < 0.1% |
| 19520 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1484705 | 1 | |
| 1455435 | 1 | |
| 1366120 | 1 | |
| 1268339 | 1 | |
| 1226583 | 1 | |
| 1184622 | 1 | |
| 1161363 | 1 | |
| 1125613 | 1 | |
| 1097453 | 1 | |
| 1085515 | 1 |
education
Categorical
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| HS-grad | |
|---|---|
| Some-college | |
| Bachelors | |
| Masters | |
| Assoc-voc | |
| Other values (11) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 9.433709 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bachelors |
|---|---|
| 2nd row | Bachelors |
| 3rd row | HS-grad |
| 4th row | 11th |
| 5th row | Bachelors |
Common Values
| Value | Count | Frequency (%) |
| HS-grad | 10501 | |
| Some-college | 7291 | |
| Bachelors | 5355 | |
| Masters | 1723 | 5.3% |
| Assoc-voc | 1382 | 4.2% |
| 11th | 1175 | 3.6% |
| Assoc-acdm | 1067 | 3.3% |
| 10th | 933 | 2.9% |
| 7th-8th | 646 | 2.0% |
| Prof-school | 576 | 1.8% |
| Other values (6) | 1912 | 5.9% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| hs-grad | 10501 | |
| some-college | 7291 | |
| bachelors | 5355 | |
| masters | 1723 | 5.3% |
| assoc-voc | 1382 | 4.2% |
| 11th | 1175 | 3.6% |
| assoc-acdm | 1067 | 3.3% |
| 10th | 933 | 2.9% |
| 7th-8th | 646 | 2.0% |
| prof-school | 576 | 1.8% |
| Other values (6) | 1912 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 32561 | 10.6% | |
| e | 29415 | 9.6% |
| o | 26424 | 8.6% |
| - | 21964 | 7.2% |
| l | 20564 | 6.7% |
| a | 19059 | 6.2% |
| r | 18619 | 6.1% |
| c | 18584 | 6.1% |
| S | 17792 | 5.8% |
| g | 17792 | 5.8% |
| Other values (22) | 84397 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 307171 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 32561 | 10.6% | |
| e | 29415 | 9.6% |
| o | 26424 | 8.6% |
| - | 21964 | 7.2% |
| l | 20564 | 6.7% |
| a | 19059 | 6.2% |
| r | 18619 | 6.1% |
| c | 18584 | 6.1% |
| S | 17792 | 5.8% |
| g | 17792 | 5.8% |
| Other values (22) | 84397 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 307171 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 32561 | 10.6% | |
| e | 29415 | 9.6% |
| o | 26424 | 8.6% |
| - | 21964 | 7.2% |
| l | 20564 | 6.7% |
| a | 19059 | 6.2% |
| r | 18619 | 6.1% |
| c | 18584 | 6.1% |
| S | 17792 | 5.8% |
| g | 17792 | 5.8% |
| Other values (22) | 84397 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 307171 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 32561 | 10.6% | |
| e | 29415 | 9.6% |
| o | 26424 | 8.6% |
| - | 21964 | 7.2% |
| l | 20564 | 6.7% |
| a | 19059 | 6.2% |
| r | 18619 | 6.1% |
| c | 18584 | 6.1% |
| S | 17792 | 5.8% |
| g | 17792 | 5.8% |
| Other values (22) | 84397 |
education-num
Real number (ℝ)
High correlation
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.080679 |
| Minimum | 1 |
|---|---|
| Maximum | 16 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 9 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 14 |
| Maximum | 16 |
| Range | 15 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.5727203 |
|---|---|
| Coefficient of variation (CV) | 0.25521299 |
| Kurtosis | 0.62344407 |
| Mean | 10.080679 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.31167587 |
| Sum | 328237 |
| Variance | 6.6188899 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 9 | 10501 | |
| 10 | 7291 | |
| 13 | 5355 | |
| 14 | 1723 | 5.3% |
| 11 | 1382 | 4.2% |
| 7 | 1175 | 3.6% |
| 12 | 1067 | 3.3% |
| 6 | 933 | 2.9% |
| 4 | 646 | 2.0% |
| 15 | 576 | 1.8% |
| Other values (6) | 1912 | 5.9% |
| Value | Count | Frequency (%) |
| 1 | 51 | 0.2% |
| 2 | 168 | 0.5% |
| 3 | 333 | 1.0% |
| 4 | 646 | 2.0% |
| 5 | 514 | 1.6% |
| 6 | 933 | 2.9% |
| 7 | 1175 | 3.6% |
| 8 | 433 | 1.3% |
| 9 | 10501 | |
| 10 | 7291 |
| Value | Count | Frequency (%) |
| 16 | 413 | 1.3% |
| 15 | 576 | 1.8% |
| 14 | 1723 | 5.3% |
| 13 | 5355 | |
| 12 | 1067 | 3.3% |
| 11 | 1382 | 4.2% |
| 10 | 7291 | |
| 9 | 10501 | |
| 8 | 433 | 1.3% |
| 7 | 1175 | 3.6% |
marital-status
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.2 MiB |
| Married-civ-spouse | |
|---|---|
| Never-married | |
| Divorced | |
| Separated | 1025 |
| Widowed | 993 |
| Other values (2) | 441 |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 15.414054 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Never-married |
|---|---|
| 2nd row | Married-civ-spouse |
| 3rd row | Divorced |
| 4th row | Married-civ-spouse |
| 5th row | Married-civ-spouse |
Common Values
| Value | Count | Frequency (%) |
| Married-civ-spouse | 14976 | |
| Never-married | 10683 | |
| Divorced | 4443 | 13.6% |
| Separated | 1025 | 3.1% |
| Widowed | 993 | 3.0% |
| Married-spouse-absent | 418 | 1.3% |
| Married-AF-spouse | 23 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married-civ-spouse | 14976 | |
| never-married | 10683 | |
| divorced | 4443 | 13.6% |
| separated | 1025 | 3.1% |
| widowed | 993 | 3.0% |
| married-spouse-absent | 418 | 1.3% |
| married-af-spouse | 23 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 70787 | |
| r | 68351 | |
| i | 46512 | |
| - | 41517 | |
| d | 33554 | 6.7% |
| 32561 | 6.5% | |
| s | 31252 | 6.2% |
| v | 30102 | 6.0% |
| a | 28568 | 5.7% |
| o | 20853 | 4.2% |
| Other values (15) | 97840 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 501897 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 70787 | |
| r | 68351 | |
| i | 46512 | |
| - | 41517 | |
| d | 33554 | 6.7% |
| 32561 | 6.5% | |
| s | 31252 | 6.2% |
| v | 30102 | 6.0% |
| a | 28568 | 5.7% |
| o | 20853 | 4.2% |
| Other values (15) | 97840 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 501897 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 70787 | |
| r | 68351 | |
| i | 46512 | |
| - | 41517 | |
| d | 33554 | 6.7% |
| 32561 | 6.5% | |
| s | 31252 | 6.2% |
| v | 30102 | 6.0% |
| a | 28568 | 5.7% |
| o | 20853 | 4.2% |
| Other values (15) | 97840 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 501897 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 70787 | |
| r | 68351 | |
| i | 46512 | |
| - | 41517 | |
| d | 33554 | 6.7% |
| 32561 | 6.5% | |
| s | 31252 | 6.2% |
| v | 30102 | 6.0% |
| a | 28568 | 5.7% |
| o | 20853 | 4.2% |
| Other values (15) | 97840 |
occupation
Categorical
Missing
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1843 |
| Missing (%) | 5.7% |
| Memory size | 2.2 MiB |
| Prof-specialty | |
|---|---|
| Craft-repair | |
| Exec-managerial | |
| Adm-clerical | |
| Sales | |
| Other values (9) |
Length
| Max length | 18 |
|---|---|
| Median length | 16 |
| Mean length | 13.873983 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Adm-clerical |
|---|---|
| 2nd row | Exec-managerial |
| 3rd row | Handlers-cleaners |
| 4th row | Handlers-cleaners |
| 5th row | Prof-specialty |
Common Values
| Value | Count | Frequency (%) |
| Prof-specialty | 4140 | |
| Craft-repair | 4099 | |
| Exec-managerial | 4066 | |
| Adm-clerical | 3770 | |
| Sales | 3650 | |
| Other-service | 3295 | |
| Machine-op-inspct | 2002 | |
| Transport-moving | 1597 | 4.9% |
| Handlers-cleaners | 1370 | 4.2% |
| Farming-fishing | 994 | 3.1% |
| Other values (4) | 1735 | |
| (Missing) | 1843 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| prof-specialty | 4140 | |
| craft-repair | 4099 | |
| exec-managerial | 4066 | |
| adm-clerical | 3770 | |
| sales | 3650 | |
| other-service | 3295 | |
| machine-op-inspct | 2002 | |
| transport-moving | 1597 | 5.2% |
| handlers-cleaners | 1370 | 4.5% |
| farming-fishing | 994 | 3.2% |
| Other values (4) | 1735 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 42979 | 10.1% |
| r | 40333 | 9.5% |
| a | 39289 | 9.2% |
| 30718 | 7.2% | |
| - | 29219 | 6.9% |
| i | 28751 | 6.7% |
| c | 26001 | 6.1% |
| l | 22136 | 5.2% |
| s | 20302 | 4.8% |
| t | 17359 | 4.1% |
| Other values (22) | 129094 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 426181 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 42979 | 10.1% |
| r | 40333 | 9.5% |
| a | 39289 | 9.2% |
| 30718 | 7.2% | |
| - | 29219 | 6.9% |
| i | 28751 | 6.7% |
| c | 26001 | 6.1% |
| l | 22136 | 5.2% |
| s | 20302 | 4.8% |
| t | 17359 | 4.1% |
| Other values (22) | 129094 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 426181 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 42979 | 10.1% |
| r | 40333 | 9.5% |
| a | 39289 | 9.2% |
| 30718 | 7.2% | |
| - | 29219 | 6.9% |
| i | 28751 | 6.7% |
| c | 26001 | 6.1% |
| l | 22136 | 5.2% |
| s | 20302 | 4.8% |
| t | 17359 | 4.1% |
| Other values (22) | 129094 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 426181 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 42979 | 10.1% |
| r | 40333 | 9.5% |
| a | 39289 | 9.2% |
| 30718 | 7.2% | |
| - | 29219 | 6.9% |
| i | 28751 | 6.7% |
| c | 26001 | 6.1% |
| l | 22136 | 5.2% |
| s | 20302 | 4.8% |
| t | 17359 | 4.1% |
| Other values (22) | 129094 |
relationship
Categorical
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.1 MiB |
| Husband | |
|---|---|
| Not-in-family | |
| Own-child | |
| Unmarried | |
| Wife |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 10.119744 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not-in-family |
|---|---|
| 2nd row | Husband |
| 3rd row | Not-in-family |
| 4th row | Husband |
| 5th row | Wife |
Common Values
| Value | Count | Frequency (%) |
| Husband | 13193 | |
| Not-in-family | 8305 | |
| Own-child | 5068 | 15.6% |
| Unmarried | 3446 | 10.6% |
| Wife | 1568 | 4.8% |
| Other-relative | 981 | 3.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| husband | 13193 | |
| not-in-family | 8305 | |
| own-child | 5068 | 15.6% |
| unmarried | 3446 | 10.6% |
| wife | 1568 | 4.8% |
| other-relative | 981 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 32561 | 9.9% | |
| n | 30012 | 9.1% |
| i | 27673 | 8.4% |
| a | 25925 | 7.9% |
| - | 22659 | 6.9% |
| d | 21707 | 6.6% |
| l | 14354 | 4.4% |
| b | 13193 | 4.0% |
| H | 13193 | 4.0% |
| u | 13193 | 4.0% |
| Other values (16) | 115039 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 329509 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 32561 | 9.9% | |
| n | 30012 | 9.1% |
| i | 27673 | 8.4% |
| a | 25925 | 7.9% |
| - | 22659 | 6.9% |
| d | 21707 | 6.6% |
| l | 14354 | 4.4% |
| b | 13193 | 4.0% |
| H | 13193 | 4.0% |
| u | 13193 | 4.0% |
| Other values (16) | 115039 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 329509 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 32561 | 9.9% | |
| n | 30012 | 9.1% |
| i | 27673 | 8.4% |
| a | 25925 | 7.9% |
| - | 22659 | 6.9% |
| d | 21707 | 6.6% |
| l | 14354 | 4.4% |
| b | 13193 | 4.0% |
| H | 13193 | 4.0% |
| u | 13193 | 4.0% |
| Other values (16) | 115039 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 329509 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 32561 | 9.9% | |
| n | 30012 | 9.1% |
| i | 27673 | 8.4% |
| a | 25925 | 7.9% |
| - | 22659 | 6.9% |
| d | 21707 | 6.6% |
| l | 14354 | 4.4% |
| b | 13193 | 4.0% |
| H | 13193 | 4.0% |
| u | 13193 | 4.0% |
| Other values (16) | 115039 |
race
Categorical
Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.0 MiB |
| White | |
|---|---|
| Black | |
| Asian-Pac-Islander | 1039 |
| Amer-Indian-Eskimo | 311 |
| Other | 271 |
Length
| Max length | 19 |
|---|---|
| Median length | 6 |
| Mean length | 6.5389884 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | White |
|---|---|
| 2nd row | White |
| 3rd row | White |
| 4th row | Black |
| 5th row | Black |
Common Values
| Value | Count | Frequency (%) |
| White | 27816 | |
| Black | 3124 | 9.6% |
| Asian-Pac-Islander | 1039 | 3.2% |
| Amer-Indian-Eskimo | 311 | 1.0% |
| Other | 271 | 0.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| white | 27816 | |
| black | 3124 | 9.6% |
| asian-pac-islander | 1039 | 3.2% |
| amer-indian-eskimo | 311 | 1.0% |
| other | 271 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 32561 | ||
| i | 29477 | |
| e | 29437 | |
| t | 28087 | |
| h | 28087 | |
| W | 27816 | |
| a | 6552 | 3.1% |
| c | 4163 | 2.0% |
| l | 4163 | 2.0% |
| k | 3435 | 1.6% |
| Other values (13) | 19138 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 212916 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 32561 | ||
| i | 29477 | |
| e | 29437 | |
| t | 28087 | |
| h | 28087 | |
| W | 27816 | |
| a | 6552 | 3.1% |
| c | 4163 | 2.0% |
| l | 4163 | 2.0% |
| k | 3435 | 1.6% |
| Other values (13) | 19138 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 212916 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 32561 | ||
| i | 29477 | |
| e | 29437 | |
| t | 28087 | |
| h | 28087 | |
| W | 27816 | |
| a | 6552 | 3.1% |
| c | 4163 | 2.0% |
| l | 4163 | 2.0% |
| k | 3435 | 1.6% |
| Other values (13) | 19138 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 212916 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 32561 | ||
| i | 29477 | |
| e | 29437 | |
| t | 28087 | |
| h | 28087 | |
| W | 27816 | |
| a | 6552 | 3.1% |
| c | 4163 | 2.0% |
| l | 4163 | 2.0% |
| k | 3435 | 1.6% |
| Other values (13) | 19138 |
sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| Male | |
|---|---|
| Female |
Length
| Max length | 7 |
|---|---|
| Median length | 5 |
| Mean length | 5.661589 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 21790 | |
| Female | 10771 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 21790 | |
| female | 10771 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 43332 | |
| a | 32561 | |
| 32561 | ||
| l | 32561 | |
| M | 21790 | |
| F | 10771 | 5.8% |
| m | 10771 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 184347 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 43332 | |
| a | 32561 | |
| 32561 | ||
| l | 32561 | |
| M | 21790 | |
| F | 10771 | 5.8% |
| m | 10771 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 184347 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 43332 | |
| a | 32561 | |
| 32561 | ||
| l | 32561 | |
| M | 21790 | |
| F | 10771 | 5.8% |
| m | 10771 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 184347 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 43332 | |
| a | 32561 | |
| 32561 | ||
| l | 32561 | |
| M | 21790 | |
| F | 10771 | 5.8% |
| m | 10771 | 5.8% |
capital-gain
Real number (ℝ)
Zeros
| Distinct | 119 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1077.6488 |
| Minimum | 0 |
|---|---|
| Maximum | 99999 |
| Zeros | 29849 |
| Zeros (%) | 91.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5013 |
| Maximum | 99999 |
| Range | 99999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 7385.2921 |
|---|---|
| Coefficient of variation (CV) | 6.8531527 |
| Kurtosis | 154.79944 |
| Mean | 1077.6488 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.953848 |
| Sum | 35089324 |
| Variance | 54542539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 29849 | |
| 15024 | 347 | 1.1% |
| 7688 | 284 | 0.9% |
| 7298 | 246 | 0.8% |
| 99999 | 159 | 0.5% |
| 3103 | 97 | 0.3% |
| 5178 | 97 | 0.3% |
| 4386 | 70 | 0.2% |
| 5013 | 69 | 0.2% |
| 8614 | 55 | 0.2% |
| Other values (109) | 1288 | 4.0% |
| Value | Count | Frequency (%) |
| 0 | 29849 | |
| 114 | 6 | < 0.1% |
| 401 | 2 | < 0.1% |
| 594 | 34 | 0.1% |
| 914 | 8 | < 0.1% |
| 991 | 5 | < 0.1% |
| 1055 | 25 | 0.1% |
| 1086 | 4 | < 0.1% |
| 1111 | 1 | < 0.1% |
| 1151 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 99999 | 159 | |
| 41310 | 2 | < 0.1% |
| 34095 | 5 | < 0.1% |
| 27828 | 34 | 0.1% |
| 25236 | 11 | < 0.1% |
| 25124 | 4 | < 0.1% |
| 22040 | 1 | < 0.1% |
| 20051 | 37 | 0.1% |
| 18481 | 2 | < 0.1% |
| 15831 | 6 | < 0.1% |
capital-loss
Real number (ℝ)
Zeros
| Distinct | 92 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87.30383 |
| Minimum | 0 |
|---|---|
| Maximum | 4356 |
| Zeros | 31042 |
| Zeros (%) | 95.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4356 |
| Range | 4356 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 402.96022 |
|---|---|
| Coefficient of variation (CV) | 4.6156076 |
| Kurtosis | 20.376802 |
| Mean | 87.30383 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.5946291 |
| Sum | 2842700 |
| Variance | 162376.94 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 31042 | |
| 1902 | 202 | 0.6% |
| 1977 | 168 | 0.5% |
| 1887 | 159 | 0.5% |
| 1485 | 51 | 0.2% |
| 1848 | 51 | 0.2% |
| 2415 | 49 | 0.2% |
| 1602 | 47 | 0.1% |
| 1740 | 42 | 0.1% |
| 1590 | 40 | 0.1% |
| Other values (82) | 710 | 2.2% |
| Value | Count | Frequency (%) |
| 0 | 31042 | |
| 155 | 1 | < 0.1% |
| 213 | 4 | < 0.1% |
| 323 | 3 | < 0.1% |
| 419 | 3 | < 0.1% |
| 625 | 12 | < 0.1% |
| 653 | 3 | < 0.1% |
| 810 | 2 | < 0.1% |
| 880 | 6 | < 0.1% |
| 974 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 4356 | 3 | < 0.1% |
| 3900 | 2 | < 0.1% |
| 3770 | 2 | < 0.1% |
| 3683 | 2 | < 0.1% |
| 3004 | 2 | < 0.1% |
| 2824 | 10 | |
| 2754 | 2 | < 0.1% |
| 2603 | 5 | |
| 2559 | 12 | |
| 2547 | 4 | < 0.1% |
hours-per-week
Real number (ℝ)
| Distinct | 94 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.437456 |
| Minimum | 1 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 254.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 40 |
| median | 40 |
| Q3 | 45 |
| 95-th percentile | 60 |
| Maximum | 99 |
| Range | 98 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 12.347429 |
|---|---|
| Coefficient of variation (CV) | 0.30534633 |
| Kurtosis | 2.9166868 |
| Mean | 40.437456 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.22764254 |
| Sum | 1316684 |
| Variance | 152.459 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 40 | 15217 | |
| 50 | 2819 | 8.7% |
| 45 | 1824 | 5.6% |
| 60 | 1475 | 4.5% |
| 35 | 1297 | 4.0% |
| 20 | 1224 | 3.8% |
| 30 | 1149 | 3.5% |
| 55 | 694 | 2.1% |
| 25 | 674 | 2.1% |
| 48 | 517 | 1.6% |
| Other values (84) | 5671 | 17.4% |
| Value | Count | Frequency (%) |
| 1 | 20 | 0.1% |
| 2 | 32 | 0.1% |
| 3 | 39 | 0.1% |
| 4 | 54 | 0.2% |
| 5 | 60 | 0.2% |
| 6 | 64 | 0.2% |
| 7 | 26 | 0.1% |
| 8 | 145 | |
| 9 | 18 | 0.1% |
| 10 | 278 |
| Value | Count | Frequency (%) |
| 99 | 85 | |
| 98 | 11 | < 0.1% |
| 97 | 2 | < 0.1% |
| 96 | 5 | < 0.1% |
| 95 | 2 | < 0.1% |
| 94 | 1 | < 0.1% |
| 92 | 1 | < 0.1% |
| 91 | 3 | < 0.1% |
| 90 | 29 | 0.1% |
| 89 | 2 | < 0.1% |
native-country
Categorical
Imbalance Missing
| Distinct | 41 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 583 |
| Missing (%) | 1.8% |
| Memory size | 2.2 MiB |
| United-States | |
|---|---|
| Mexico | 643 |
| Philippines | 198 |
| Germany | 137 |
| Canada | 121 |
| Other values (36) | 1709 |
Length
| Max length | 27 |
|---|---|
| Median length | 14 |
| Mean length | 13.49975 |
| Min length | 5 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | United-States |
|---|---|
| 2nd row | United-States |
| 3rd row | United-States |
| 4th row | United-States |
| 5th row | Cuba |
Common Values
| Value | Count | Frequency (%) |
| United-States | 29170 | |
| Mexico | 643 | 2.0% |
| Philippines | 198 | 0.6% |
| Germany | 137 | 0.4% |
| Canada | 121 | 0.4% |
| Puerto-Rico | 114 | 0.4% |
| El-Salvador | 106 | 0.3% |
| India | 100 | 0.3% |
| Cuba | 95 | 0.3% |
| England | 90 | 0.3% |
| Other values (31) | 1204 | 3.7% |
| (Missing) | 583 | 1.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| united-states | 29170 | |
| mexico | 643 | 2.0% |
| philippines | 198 | 0.6% |
| germany | 137 | 0.4% |
| canada | 121 | 0.4% |
| puerto-rico | 114 | 0.4% |
| el-salvador | 106 | 0.3% |
| india | 100 | 0.3% |
| cuba | 95 | 0.3% |
| england | 90 | 0.3% |
| Other values (31) | 1204 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 88030 | |
| e | 59820 | |
| 31978 | 7.4% | |
| a | 31774 | 7.4% |
| i | 31372 | 7.3% |
| n | 30568 | 7.1% |
| d | 29801 | 6.9% |
| - | 29503 | 6.8% |
| s | 29416 | 6.8% |
| S | 29396 | 6.8% |
| Other values (35) | 40037 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 431695 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| t | 88030 | |
| e | 59820 | |
| 31978 | 7.4% | |
| a | 31774 | 7.4% |
| i | 31372 | 7.3% |
| n | 30568 | 7.1% |
| d | 29801 | 6.9% |
| - | 29503 | 6.8% |
| s | 29416 | 6.8% |
| S | 29396 | 6.8% |
| Other values (35) | 40037 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 431695 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| t | 88030 | |
| e | 59820 | |
| 31978 | 7.4% | |
| a | 31774 | 7.4% |
| i | 31372 | 7.3% |
| n | 30568 | 7.1% |
| d | 29801 | 6.9% |
| - | 29503 | 6.8% |
| s | 29416 | 6.8% |
| S | 29396 | 6.8% |
| Other values (35) | 40037 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 431695 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| t | 88030 | |
| e | 59820 | |
| 31978 | 7.4% | |
| a | 31774 | 7.4% |
| i | 31372 | 7.3% |
| n | 30568 | 7.1% |
| d | 29801 | 6.9% |
| - | 29503 | 6.8% |
| s | 29416 | 6.8% |
| S | 29396 | 6.8% |
| Other values (35) | 40037 |
Interactions
Correlations
| age | capital-gain | capital-loss | education | education-num | fnlwgt | hours-per-week | marital-status | native-country | occupation | race | relationship | sex | workclass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.125 | 0.058 | 0.111 | 0.066 | -0.078 | 0.143 | 0.282 | 0.030 | 0.096 | 0.027 | 0.273 | 0.123 | 0.092 |
| capital-gain | 0.125 | 1.000 | -0.067 | 0.112 | 0.119 | -0.006 | 0.093 | 0.037 | 0.000 | 0.070 | 0.008 | 0.043 | 0.048 | 0.051 |
| capital-loss | 0.058 | -0.067 | 1.000 | 0.042 | 0.075 | -0.007 | 0.060 | 0.059 | 0.000 | 0.033 | 0.011 | 0.064 | 0.071 | 0.023 |
| education | 0.111 | 0.112 | 0.042 | 1.000 | 1.000 | 0.017 | 0.089 | 0.089 | 0.129 | 0.196 | 0.072 | 0.121 | 0.093 | 0.100 |
| education-num | 0.066 | 0.119 | 0.075 | 1.000 | 1.000 | -0.036 | 0.167 | 0.077 | 0.142 | 0.225 | 0.069 | 0.108 | 0.072 | 0.092 |
| fnlwgt | -0.078 | -0.006 | -0.007 | 0.017 | -0.036 | 1.000 | -0.022 | 0.023 | 0.055 | 0.019 | 0.066 | 0.017 | 0.028 | 0.023 |
| hours-per-week | 0.143 | 0.093 | 0.060 | 0.089 | 0.167 | -0.022 | 1.000 | 0.118 | 0.029 | 0.131 | 0.059 | 0.161 | 0.240 | 0.097 |
| marital-status | 0.282 | 0.037 | 0.059 | 0.089 | 0.077 | 0.023 | 0.118 | 1.000 | 0.064 | 0.130 | 0.083 | 0.488 | 0.462 | 0.076 |
| native-country | 0.030 | 0.000 | 0.000 | 0.129 | 0.142 | 0.055 | 0.029 | 0.064 | 1.000 | 0.068 | 0.421 | 0.078 | 0.056 | 0.030 |
| occupation | 0.096 | 0.070 | 0.033 | 0.196 | 0.225 | 0.019 | 0.131 | 0.130 | 0.068 | 1.000 | 0.080 | 0.177 | 0.434 | 0.215 |
| race | 0.027 | 0.008 | 0.011 | 0.072 | 0.069 | 0.066 | 0.059 | 0.083 | 0.421 | 0.080 | 1.000 | 0.097 | 0.118 | 0.055 |
| relationship | 0.273 | 0.043 | 0.064 | 0.121 | 0.108 | 0.017 | 0.161 | 0.488 | 0.078 | 0.177 | 0.097 | 1.000 | 0.649 | 0.089 |
| sex | 0.123 | 0.048 | 0.071 | 0.093 | 0.072 | 0.028 | 0.240 | 0.462 | 0.056 | 0.434 | 0.118 | 0.649 | 1.000 | 0.143 |
| workclass | 0.092 | 0.051 | 0.023 | 0.100 | 0.092 | 0.023 | 0.097 | 0.076 | 0.030 | 0.215 | 0.055 | 0.089 | 0.143 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 39 | State-gov | 77516 | Bachelors | 13 | Never-married | Adm-clerical | Not-in-family | White | Male | 2174 | 0 | 40 | United-States |
| 1 | 50 | Self-emp-not-inc | 83311 | Bachelors | 13 | Married-civ-spouse | Exec-managerial | Husband | White | Male | 0 | 0 | 13 | United-States |
| 2 | 38 | Private | 215646 | HS-grad | 9 | Divorced | Handlers-cleaners | Not-in-family | White | Male | 0 | 0 | 40 | United-States |
| 3 | 53 | Private | 234721 | 11th | 7 | Married-civ-spouse | Handlers-cleaners | Husband | Black | Male | 0 | 0 | 40 | United-States |
| 4 | 28 | Private | 338409 | Bachelors | 13 | Married-civ-spouse | Prof-specialty | Wife | Black | Female | 0 | 0 | 40 | Cuba |
| 5 | 37 | Private | 284582 | Masters | 14 | Married-civ-spouse | Exec-managerial | Wife | White | Female | 0 | 0 | 40 | United-States |
| 6 | 49 | Private | 160187 | 9th | 5 | Married-spouse-absent | Other-service | Not-in-family | Black | Female | 0 | 0 | 16 | Jamaica |
| 7 | 52 | Self-emp-not-inc | 209642 | HS-grad | 9 | Married-civ-spouse | Exec-managerial | Husband | White | Male | 0 | 0 | 45 | United-States |
| 8 | 31 | Private | 45781 | Masters | 14 | Never-married | Prof-specialty | Not-in-family | White | Female | 14084 | 0 | 50 | United-States |
| 9 | 42 | Private | 159449 | Bachelors | 13 | Married-civ-spouse | Exec-managerial | Husband | White | Male | 5178 | 0 | 40 | United-States |
| age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 32551 | 32 | Private | 34066 | 10th | 6 | Married-civ-spouse | Handlers-cleaners | Husband | Amer-Indian-Eskimo | Male | 0 | 0 | 40 | United-States |
| 32552 | 43 | Private | 84661 | Assoc-voc | 11 | Married-civ-spouse | Sales | Husband | White | Male | 0 | 0 | 45 | United-States |
| 32553 | 32 | Private | 116138 | Masters | 14 | Never-married | Tech-support | Not-in-family | Asian-Pac-Islander | Male | 0 | 0 | 11 | Taiwan |
| 32554 | 53 | Private | 321865 | Masters | 14 | Married-civ-spouse | Exec-managerial | Husband | White | Male | 0 | 0 | 40 | United-States |
| 32555 | 22 | Private | 310152 | Some-college | 10 | Never-married | Protective-serv | Not-in-family | White | Male | 0 | 0 | 40 | United-States |
| 32556 | 27 | Private | 257302 | Assoc-acdm | 12 | Married-civ-spouse | Tech-support | Wife | White | Female | 0 | 0 | 38 | United-States |
| 32557 | 40 | Private | 154374 | HS-grad | 9 | Married-civ-spouse | Machine-op-inspct | Husband | White | Male | 0 | 0 | 40 | United-States |
| 32558 | 58 | Private | 151910 | HS-grad | 9 | Widowed | Adm-clerical | Unmarried | White | Female | 0 | 0 | 40 | United-States |
| 32559 | 22 | Private | 201490 | HS-grad | 9 | Never-married | Adm-clerical | Own-child | White | Male | 0 | 0 | 20 | United-States |
| 32560 | 52 | Self-emp-inc | 287927 | HS-grad | 9 | Married-civ-spouse | Exec-managerial | Wife | White | Female | 15024 | 0 | 40 | United-States |
Duplicate rows
Most frequently occurring
| age | workclass | fnlwgt | education | education-num | marital-status | occupation | relationship | race | sex | capital-gain | capital-loss | hours-per-week | native-country | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | 25 | Private | 195994 | 1st-4th | 2 | Never-married | Priv-house-serv | Not-in-family | White | Female | 0 | 0 | 40 | Guatemala | 3 |
| 0 | 19 | Private | 97261 | HS-grad | 9 | Never-married | Farming-fishing | Not-in-family | White | Male | 0 | 0 | 40 | United-States | 2 |
| 1 | 19 | Private | 138153 | Some-college | 10 | Never-married | Adm-clerical | Own-child | White | Female | 0 | 0 | 10 | United-States | 2 |
| 2 | 19 | Private | 146679 | Some-college | 10 | Never-married | Exec-managerial | Own-child | Black | Male | 0 | 0 | 30 | United-States | 2 |
| 3 | 19 | Private | 251579 | Some-college | 10 | Never-married | Other-service | Own-child | White | Male | 0 | 0 | 14 | United-States | 2 |
| 4 | 20 | Private | 107658 | Some-college | 10 | Never-married | Tech-support | Not-in-family | White | Female | 0 | 0 | 10 | United-States | 2 |
| 5 | 21 | Private | 243368 | Preschool | 1 | Never-married | Farming-fishing | Not-in-family | White | Male | 0 | 0 | 50 | Mexico | 2 |
| 6 | 21 | Private | 250051 | Some-college | 10 | Never-married | Prof-specialty | Own-child | White | Female | 0 | 0 | 10 | United-States | 2 |
| 7 | 23 | Private | 240137 | 5th-6th | 3 | Never-married | Handlers-cleaners | Not-in-family | White | Male | 0 | 0 | 55 | Mexico | 2 |
| 9 | 25 | Private | 308144 | Bachelors | 13 | Never-married | Craft-repair | Not-in-family | White | Male | 0 | 0 | 40 | Mexico | 2 |