Overview
Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 330000 |
| Missing cells | 235343 |
| Missing cells (%) | 3.1% |
| Duplicate rows | 46 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 57.9 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 11 |
BUY_LUX_YN has constant value "0" | Constant |
| Dataset has 46 (< 0.1%) duplicate rows | Duplicates |
AGE is highly overall correlated with LIF_STG | High correlation |
FAM_OWN_HOUS_CNT is highly overall correlated with FAM_OWN_LIV_YN | High correlation |
FAM_OWN_LIV_YN is highly overall correlated with FAM_OWN_HOUS_CNT and 1 other fields | High correlation |
LIF_STG is highly overall correlated with AGE | High correlation |
OWN_HOUS_CNT is highly overall correlated with OWN_LIV_YN | High correlation |
OWN_LIV_YN is highly overall correlated with OWN_HOUS_CNT | High correlation |
PYE_FAM_CNT is highly overall correlated with FAM_OWN_LIV_YN | High correlation |
VIP_CARD_YN is highly imbalanced (80.2%) | Imbalance |
TRAVEL_OS is highly imbalanced (96.8%) | Imbalance |
TRAVEL_JJ is highly imbalanced (> 99.9%) | Imbalance |
GOLF_INDOOR is highly imbalanced (91.1%) | Imbalance |
PREFER_SPORTS is highly imbalanced (94.3%) | Imbalance |
FST_CAR_ELPS has 235343 (71.3%) missing values | Missing |
HB_1ST has 126124 (38.2%) zeros | Zeros |
PYE_FAM_CNT has 21738 (6.6%) zeros | Zeros |
HOUS_LN_BAL has 282387 (85.6%) zeros | Zeros |
CRDT_LN_BAL has 223385 (67.7%) zeros | Zeros |
CD_USE_AMT has 5287 (1.6%) zeros | Zeros |
PYE_SC0000000 has 8814 (2.7%) zeros | Zeros |
Reproduction
| Analysis started | 2026-04-08 08:57:26.170533 |
|---|---|
| Analysis finished | 2026-04-08 08:57:45.404412 |
| Duration | 19.23 seconds |
| Software version | ydata-profiling vv4.18.1 |
| Download configuration | config.json |
Variables
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 165258 | |
| 2 | 164742 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 165258 | |
| 2 | 164742 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 165258 | |
| 2 | 164742 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 165258 | |
| 2 | 164742 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 165258 | |
| 2 | 164742 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 165258 | |
| 2 | 164742 |
AGE
Real number (ℝ)
High correlation
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.953955 |
| Minimum | 20 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 35 |
| median | 45 |
| Q3 | 55 |
| 95-th percentile | 70 |
| Maximum | 70 |
| Range | 50 |
| Interquartile range (IQR) | 20 |
Descriptive statistics
| Standard deviation | 14.366109 |
|---|---|
| Coefficient of variation (CV) | 0.31957387 |
| Kurtosis | -1.0027367 |
| Mean | 44.953955 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.020228628 |
| Sum | 14834805 |
| Variance | 206.3851 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 50 | 38979 | |
| 40 | 38088 | |
| 45 | 38031 | |
| 55 | 32109 | |
| 25 | 31551 | |
| 35 | 30273 | |
| 60 | 30141 | |
| 30 | 28257 | |
| 70 | 22884 | |
| 65 | 21885 |
| Value | Count | Frequency (%) |
| 20 | 17802 | |
| 25 | 31551 | |
| 30 | 28257 | |
| 35 | 30273 | |
| 40 | 38088 | |
| 45 | 38031 | |
| 50 | 38979 | |
| 55 | 32109 | |
| 60 | 30141 | |
| 65 | 21885 |
| Value | Count | Frequency (%) |
| 70 | 22884 | |
| 65 | 21885 | |
| 60 | 30141 | |
| 55 | 32109 | |
| 50 | 38979 | |
| 45 | 38031 | |
| 40 | 38088 | |
| 35 | 30273 | |
| 30 | 28257 | |
| 25 | 31551 |
JB_TP
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 581.30815 |
| Minimum | 410 |
|---|---|
| Maximum | 910 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 410 |
|---|---|
| 5-th percentile | 420 |
| Q1 | 420 |
| median | 440 |
| Q3 | 910 |
| 95-th percentile | 910 |
| Maximum | 910 |
| Range | 500 |
| Interquartile range (IQR) | 490 |
Descriptive statistics
| Standard deviation | 215.13077 |
|---|---|
| Coefficient of variation (CV) | 0.37008043 |
| Kurtosis | -1.2272673 |
| Mean | 581.30815 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 0.82656923 |
| Sum | 1.9183169 × 108 |
| Variance | 46281.249 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 420 | 151352 | |
| 910 | 97301 | |
| 510 | 60794 | |
| 410 | 10984 | 3.3% |
| 440 | 9554 | 2.9% |
| 520 | 15 | < 0.1% |
| Value | Count | Frequency (%) |
| 410 | 10984 | 3.3% |
| 420 | 151352 | |
| 440 | 9554 | 2.9% |
| 510 | 60794 | |
| 520 | 15 | < 0.1% |
| 910 | 97301 |
| Value | Count | Frequency (%) |
| 910 | 97301 | |
| 520 | 15 | < 0.1% |
| 510 | 60794 | |
| 440 | 9554 | 2.9% |
| 420 | 151352 | |
| 410 | 10984 | 3.3% |
LIF_STG
Real number (ℝ)
High correlation
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.4693455 |
| Minimum | 1 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 4 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 5 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 1.7915907 |
|---|---|
| Coefficient of variation (CV) | 0.51640597 |
| Kurtosis | -1.3208762 |
| Mean | 3.4693455 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.25240351 |
| Sum | 1144884 |
| Variance | 3.2097973 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 4 | 93528 | |
| 1 | 93162 | |
| 5 | 62700 | |
| 6 | 44769 | |
| 3 | 23814 | 7.2% |
| 2 | 12027 | 3.6% |
| Value | Count | Frequency (%) |
| 1 | 93162 | |
| 2 | 12027 | 3.6% |
| 3 | 23814 | 7.2% |
| 4 | 93528 | |
| 5 | 62700 | |
| 6 | 44769 |
| Value | Count | Frequency (%) |
| 6 | 44769 | |
| 5 | 62700 | |
| 4 | 93528 | |
| 3 | 23814 | 7.2% |
| 2 | 12027 | 3.6% |
| 1 | 93162 |
HB_1ST
Real number (ℝ)
Zeros
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.6420939 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 126124 |
| Zeros (%) | 38.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 3 |
| Q3 | 8 |
| 95-th percentile | 14 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.0669747 |
|---|---|
| Coefficient of variation (CV) | 1.0915278 |
| Kurtosis | -0.84365191 |
| Mean | 4.6420939 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.72619234 |
| Sum | 1531891 |
| Variance | 25.674233 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 126124 | |
| 6 | 45184 | 13.7% |
| 12 | 33021 | 10.0% |
| 1 | 20088 | 6.1% |
| 3 | 18748 | 5.7% |
| 2 | 13882 | 4.2% |
| 13 | 11359 | 3.4% |
| 7 | 9194 | 2.8% |
| 8 | 9141 | 2.8% |
| 14 | 7870 | 2.4% |
| Other values (6) | 35389 | 10.7% |
| Value | Count | Frequency (%) |
| 0 | 126124 | |
| 1 | 20088 | 6.1% |
| 2 | 13882 | 4.2% |
| 3 | 18748 | 5.7% |
| 4 | 3417 | 1.0% |
| 5 | 6647 | 2.0% |
| 6 | 45184 | 13.7% |
| 7 | 9194 | 2.8% |
| 8 | 9141 | 2.8% |
| 9 | 6828 | 2.1% |
| Value | Count | Frequency (%) |
| 16 | 6966 | 2.1% |
| 15 | 5997 | 1.8% |
| 14 | 7870 | 2.4% |
| 13 | 11359 | 3.4% |
| 12 | 33021 | |
| 10 | 5534 | 1.7% |
| 9 | 6828 | 2.1% |
| 8 | 9141 | 2.8% |
| 7 | 9194 | 2.8% |
| 6 | 45184 |
BUY_LUX_YN
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 330000 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 330000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 330000 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 330000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 330000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 330000 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 287205 | |
| 1 | 42795 | 13.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 287205 | |
| 1 | 42795 | 13.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 287205 | |
| 1 | 42795 | 13.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 287205 | |
| 1 | 42795 | 13.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 287205 | |
| 1 | 42795 | 13.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 287205 | |
| 1 | 42795 | 13.0% |
VIP_CARD_YN
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 10164 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 319836 | |
| 1 | 10164 | 3.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 319836 | |
| 1 | 10164 | 3.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 319836 | |
| 1 | 10164 | 3.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 319836 | |
| 1 | 10164 | 3.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 319836 | |
| 1 | 10164 | 3.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 319836 | |
| 1 | 10164 | 3.1% |
TRAVEL_OS
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 1106 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 328894 | |
| 1 | 1106 | 0.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 328894 | |
| 1 | 1106 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 328894 | |
| 1 | 1106 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 328894 | |
| 1 | 1106 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 328894 | |
| 1 | 1106 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 328894 | |
| 1 | 1106 | 0.3% |
TRAVEL_JJ
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 10 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 329990 | |
| 1 | 10 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 329990 | |
| 1 | 10 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 329990 | |
| 1 | 10 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 329990 | |
| 1 | 10 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 329990 | |
| 1 | 10 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 329990 | |
| 1 | 10 | < 0.1% |
GOLF_INDOOR
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 3734 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 326266 | |
| 1 | 3734 | 1.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 326266 | |
| 1 | 3734 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 326266 | |
| 1 | 3734 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 326266 | |
| 1 | 3734 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 326266 | |
| 1 | 3734 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 326266 | |
| 1 | 3734 | 1.1% |
PREFER_SPORTS
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | 2172 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 327828 | |
| 1 | 2172 | 0.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 327828 | |
| 1 | 2172 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 327828 | |
| 1 | 2172 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 327828 | |
| 1 | 2172 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 327828 | |
| 1 | 2172 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 327828 | |
| 1 | 2172 | 0.7% |
FST_CAR_ELPS
Real number (ℝ)
Missing
| Distinct | 264 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 235343 |
| Missing (%) | 71.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.23218 |
| Minimum | 3 |
|---|---|
| Maximum | 295 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 54 |
| Q1 | 89 |
| median | 126 |
| Q3 | 161 |
| 95-th percentile | 206 |
| Maximum | 295 |
| Range | 292 |
| Interquartile range (IQR) | 72 |
Descriptive statistics
| Standard deviation | 48.771439 |
|---|---|
| Coefficient of variation (CV) | 0.38636298 |
| Kurtosis | -0.27789737 |
| Mean | 126.23218 |
| Median Absolute Deviation (MAD) | 36 |
| Skewness | 0.17164873 |
| Sum | 11948759 |
| Variance | 2378.6533 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 142 | 736 | 0.2% |
| 140 | 724 | 0.2% |
| 131 | 722 | 0.2% |
| 127 | 720 | 0.2% |
| 157 | 720 | 0.2% |
| 132 | 713 | 0.2% |
| 143 | 709 | 0.2% |
| 134 | 709 | 0.2% |
| 146 | 709 | 0.2% |
| 121 | 707 | 0.2% |
| Other values (254) | 87488 | 26.5% |
| (Missing) | 235343 |
| Value | Count | Frequency (%) |
| 3 | 88 | < 0.1% |
| 6 | 117 | |
| 9 | 114 | < 0.1% |
| 12 | 182 | |
| 15 | 166 | |
| 18 | 176 | |
| 21 | 201 | |
| 24 | 204 | |
| 27 | 216 | |
| 30 | 289 |
| Value | Count | Frequency (%) |
| 295 | 87 | |
| 294 | 10 | < 0.1% |
| 293 | 4 | < 0.1% |
| 292 | 7 | < 0.1% |
| 291 | 8 | < 0.1% |
| 290 | 7 | < 0.1% |
| 289 | 3 | < 0.1% |
| 288 | 5 | < 0.1% |
| 287 | 2 | < 0.1% |
| 286 | 7 | < 0.1% |
TOT_ASST
Real number (ℝ)
| Distinct | 265207 |
|---|---|
| Distinct (%) | 80.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 398401.71 |
| Minimum | 0 |
|---|---|
| Maximum | 3318750 |
| Zeros | 848 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 54972.9 |
| Q1 | 123056.25 |
| median | 268090.5 |
| Q3 | 547034.5 |
| 95-th percentile | 1197629.5 |
| Maximum | 3318750 |
| Range | 3318750 |
| Interquartile range (IQR) | 423978.25 |
Descriptive statistics
| Standard deviation | 376277.56 |
|---|---|
| Coefficient of variation (CV) | 0.94446773 |
| Kurtosis | 3.1497987 |
| Mean | 398401.71 |
| Median Absolute Deviation (MAD) | 172815 |
| Skewness | 1.6949533 |
| Sum | 1.3147256 × 1011 |
| Variance | 1.415848 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 848 | 0.3% |
| 65049 | 8 | < 0.1% |
| 62217 | 7 | < 0.1% |
| 67821 | 7 | < 0.1% |
| 74376 | 7 | < 0.1% |
| 102078 | 7 | < 0.1% |
| 121708 | 6 | < 0.1% |
| 84615 | 6 | < 0.1% |
| 123276 | 6 | < 0.1% |
| 55608 | 6 | < 0.1% |
| Other values (265197) | 329092 |
| Value | Count | Frequency (%) |
| 0 | 848 | |
| 21843 | 1 | < 0.1% |
| 22387 | 1 | < 0.1% |
| 22711 | 1 | < 0.1% |
| 22850 | 1 | < 0.1% |
| 22977 | 1 | < 0.1% |
| 23063 | 1 | < 0.1% |
| 23177 | 1 | < 0.1% |
| 23280 | 1 | < 0.1% |
| 23343 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3318750 | 1 | |
| 3246640 | 1 | |
| 3053349 | 1 | |
| 3007268 | 1 | |
| 2998015 | 1 | |
| 2993847 | 1 | |
| 2985273 | 1 | |
| 2936606 | 1 | |
| 2934400 | 1 | |
| 2921250 | 1 |
PYE_FAM_CNT
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4633818 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 21738 |
| Zeros (%) | 6.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3631107 |
|---|---|
| Coefficient of variation (CV) | 0.55334934 |
| Kurtosis | 0.048226361 |
| Mean | 2.4633818 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.45463376 |
| Sum | 812916 |
| Variance | 1.8580708 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 2 | 125767 | |
| 3 | 59609 | |
| 4 | 52215 | |
| 1 | 47509 | 14.4% |
| 0 | 21738 | 6.6% |
| 5 | 12786 | 3.9% |
| 6 | 10376 | 3.1% |
| Value | Count | Frequency (%) |
| 0 | 21738 | 6.6% |
| 1 | 47509 | 14.4% |
| 2 | 125767 | |
| 3 | 59609 | |
| 4 | 52215 | |
| 5 | 12786 | 3.9% |
| 6 | 10376 | 3.1% |
| Value | Count | Frequency (%) |
| 6 | 10376 | 3.1% |
| 5 | 12786 | 3.9% |
| 4 | 52215 | |
| 3 | 59609 | |
| 2 | 125767 | |
| 1 | 47509 | 14.4% |
| 0 | 21738 | 6.6% |
OWN_HOUS_CNT
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 14690 |
| 3 | 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 215794 | |
| 1 | 99513 | |
| 2 | 14690 | 4.5% |
| 3 | 3 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 215794 | |
| 1 | 99513 | |
| 2 | 14690 | 4.5% |
| 3 | 3 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 215794 | |
| 1 | 99513 | |
| 2 | 14690 | 4.5% |
| 3 | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 215794 | |
| 1 | 99513 | |
| 2 | 14690 | 4.5% |
| 3 | 3 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 215794 | |
| 1 | 99513 | |
| 2 | 14690 | 4.5% |
| 3 | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 215794 | |
| 1 | 99513 | |
| 2 | 14690 | 4.5% |
| 3 | 3 | < 0.1% |
OWN_LIV_YN
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 3 | |
|---|---|
| 1 | |
| 0 | 1221 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 253937 | |
| 1 | 74842 | 22.7% |
| 0 | 1221 | 0.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 253937 | |
| 1 | 74842 | 22.7% |
| 0 | 1221 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 253937 | |
| 1 | 74842 | 22.7% |
| 0 | 1221 | 0.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 253937 | |
| 1 | 74842 | 22.7% |
| 0 | 1221 | 0.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 253937 | |
| 1 | 74842 | 22.7% |
| 0 | 1221 | 0.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 253937 | |
| 1 | 74842 | 22.7% |
| 0 | 1221 | 0.4% |
FAM_OWN_HOUS_CNT
Categorical
High correlation
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | |
| 4 | 2088 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 0 |
| 4th row | 2 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 135887 | |
| 1 | 125884 | |
| 2 | 50916 | 15.4% |
| 3 | 15225 | 4.6% |
| 4 | 2088 | 0.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 135887 | |
| 1 | 125884 | |
| 2 | 50916 | 15.4% |
| 3 | 15225 | 4.6% |
| 4 | 2088 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 135887 | |
| 1 | 125884 | |
| 2 | 50916 | 15.4% |
| 3 | 15225 | 4.6% |
| 4 | 2088 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 135887 | |
| 1 | 125884 | |
| 2 | 50916 | 15.4% |
| 3 | 15225 | 4.6% |
| 4 | 2088 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 135887 | |
| 1 | 125884 | |
| 2 | 50916 | 15.4% |
| 3 | 15225 | 4.6% |
| 4 | 2088 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 135887 | |
| 1 | 125884 | |
| 2 | 50916 | 15.4% |
| 3 | 15225 | 4.6% |
| 4 | 2088 | 0.6% |
FAM_OWN_LIV_YN
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.5 MiB |
| 3 | |
|---|---|
| 1 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 162303 | |
| 1 | 148969 | |
| 0 | 18728 | 5.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 162303 | |
| 1 | 148969 | |
| 0 | 18728 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 162303 | |
| 1 | 148969 | |
| 0 | 18728 | 5.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 162303 | |
| 1 | 148969 | |
| 0 | 18728 | 5.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 162303 | |
| 1 | 148969 | |
| 0 | 18728 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 330000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 162303 | |
| 1 | 148969 | |
| 0 | 18728 | 5.7% |
HOUS_LN_BAL
Real number (ℝ)
Zeros
| Distinct | 38096 |
|---|---|
| Distinct (%) | 11.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13205.009 |
| Minimum | 0 |
|---|---|
| Maximum | 255276 |
| Zeros | 282387 |
| Zeros (%) | 85.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 99375.05 |
| Maximum | 255276 |
| Range | 255276 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 34101.332 |
|---|---|
| Coefficient of variation (CV) | 2.5824542 |
| Kurtosis | 5.5863303 |
| Mean | 13205.009 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5395972 |
| Sum | 4.3576531 × 109 |
| Variance | 1.1629009 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 282387 | |
| 71770 | 6 | < 0.1% |
| 96908 | 6 | < 0.1% |
| 74022 | 5 | < 0.1% |
| 94465 | 5 | < 0.1% |
| 80078 | 5 | < 0.1% |
| 96718 | 5 | < 0.1% |
| 96512 | 5 | < 0.1% |
| 103557 | 5 | < 0.1% |
| 81433 | 5 | < 0.1% |
| Other values (38086) | 47566 | 14.4% |
| Value | Count | Frequency (%) |
| 0 | 282387 | |
| 24085 | 1 | < 0.1% |
| 26267 | 1 | < 0.1% |
| 27479 | 1 | < 0.1% |
| 27724 | 1 | < 0.1% |
| 27760 | 1 | < 0.1% |
| 28301 | 1 | < 0.1% |
| 28395 | 1 | < 0.1% |
| 28529 | 1 | < 0.1% |
| 28729 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 255276 | 1 | |
| 251985 | 1 | |
| 243846 | 1 | |
| 242330 | 1 | |
| 238739 | 1 | |
| 238126 | 1 | |
| 232193 | 1 | |
| 231453 | 1 | |
| 230220 | 1 | |
| 230039 | 1 |
CRDT_LN_BAL
Real number (ℝ)
Zeros
| Distinct | 48237 |
|---|---|
| Distinct (%) | 14.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8562.5568 |
| Minimum | 0 |
|---|---|
| Maximum | 266495 |
| Zeros | 223385 |
| Zeros (%) | 67.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 10210 |
| 95-th percentile | 45443.05 |
| Maximum | 266495 |
| Range | 266495 |
| Interquartile range (IQR) | 10210 |
Descriptive statistics
| Standard deviation | 18173.621 |
|---|---|
| Coefficient of variation (CV) | 2.1224526 |
| Kurtosis | 15.496107 |
| Mean | 8562.5568 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.3583794 |
| Sum | 2.8256437 × 109 |
| Variance | 3.3028051 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 223385 | |
| 11657 | 14 | < 0.1% |
| 7134 | 13 | < 0.1% |
| 10188 | 13 | < 0.1% |
| 8395 | 13 | < 0.1% |
| 6839 | 13 | < 0.1% |
| 9073 | 13 | < 0.1% |
| 8124 | 12 | < 0.1% |
| 8999 | 12 | < 0.1% |
| 10019 | 12 | < 0.1% |
| Other values (48227) | 106500 |
| Value | Count | Frequency (%) |
| 0 | 223385 | |
| 1480 | 1 | < 0.1% |
| 1696 | 1 | < 0.1% |
| 1817 | 1 | < 0.1% |
| 1819 | 1 | < 0.1% |
| 1821 | 1 | < 0.1% |
| 1837 | 1 | < 0.1% |
| 1889 | 1 | < 0.1% |
| 1949 | 1 | < 0.1% |
| 1955 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 266495 | 1 | |
| 249571 | 1 | |
| 244074 | 1 | |
| 242208 | 1 | |
| 239427 | 1 | |
| 238818 | 1 | |
| 237548 | 1 | |
| 236968 | 1 | |
| 233359 | 1 | |
| 227549 | 1 |
CD_USE_AMT
Real number (ℝ)
Zeros
| Distinct | 29383 |
|---|---|
| Distinct (%) | 8.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5690.2905 |
| Minimum | 0 |
|---|---|
| Maximum | 95757 |
| Zeros | 5287 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 430 |
| Q1 | 1794 |
| median | 3698 |
| Q3 | 6822 |
| 95-th percentile | 17857.05 |
| Maximum | 95757 |
| Range | 95757 |
| Interquartile range (IQR) | 5028 |
Descriptive statistics
| Standard deviation | 6969.4308 |
|---|---|
| Coefficient of variation (CV) | 1.2247935 |
| Kurtosis | 16.159853 |
| Mean | 5690.2905 |
| Median Absolute Deviation (MAD) | 2260 |
| Skewness | 3.4572528 |
| Sum | 1.8777959 × 109 |
| Variance | 48572965 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5287 | 1.6% |
| 432 | 74 | < 0.1% |
| 2094 | 74 | < 0.1% |
| 526 | 73 | < 0.1% |
| 699 | 72 | < 0.1% |
| 560 | 70 | < 0.1% |
| 483 | 70 | < 0.1% |
| 479 | 69 | < 0.1% |
| 858 | 69 | < 0.1% |
| 1145 | 68 | < 0.1% |
| Other values (29373) | 324074 |
| Value | Count | Frequency (%) |
| 0 | 5287 | |
| 144 | 1 | < 0.1% |
| 145 | 2 | < 0.1% |
| 146 | 1 | < 0.1% |
| 153 | 2 | < 0.1% |
| 154 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 157 | 3 | < 0.1% |
| 158 | 2 | < 0.1% |
| 159 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 95757 | 1 | |
| 87600 | 1 | |
| 86365 | 1 | |
| 85475 | 1 | |
| 84250 | 1 | |
| 83290 | 1 | |
| 81253 | 1 | |
| 80601 | 1 | |
| 79644 | 1 | |
| 79506 | 1 |
PYE_SC0000000
Real number (ℝ)
Zeros
| Distinct | 645 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 838.40495 |
| Minimum | 0 |
|---|---|
| Maximum | 1000 |
| Zeros | 8814 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.5 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 477 |
| Q1 | 764 |
| median | 911 |
| Q3 | 979 |
| 95-th percentile | 1000 |
| Maximum | 1000 |
| Range | 1000 |
| Interquartile range (IQR) | 215 |
Descriptive statistics
| Standard deviation | 200.77897 |
|---|---|
| Coefficient of variation (CV) | 0.23947732 |
| Kurtosis | 5.9686163 |
| Mean | 838.40495 |
| Median Absolute Deviation (MAD) | 89 |
| Skewness | -2.2108081 |
| Sum | 2.7667363 × 108 |
| Variance | 40312.196 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1000 | 54940 | 16.6% |
| 0 | 8814 | 2.7% |
| 979 | 1505 | 0.5% |
| 974 | 1484 | 0.4% |
| 982 | 1455 | 0.4% |
| 967 | 1454 | 0.4% |
| 972 | 1452 | 0.4% |
| 992 | 1447 | 0.4% |
| 977 | 1440 | 0.4% |
| 978 | 1439 | 0.4% |
| Other values (635) | 254570 |
| Value | Count | Frequency (%) |
| 0 | 8814 | |
| 356 | 1 | < 0.1% |
| 358 | 1 | < 0.1% |
| 359 | 4 | < 0.1% |
| 360 | 3 | < 0.1% |
| 361 | 5 | < 0.1% |
| 362 | 2 | < 0.1% |
| 363 | 9 | < 0.1% |
| 364 | 7 | < 0.1% |
| 365 | 14 | < 0.1% |
| Value | Count | Frequency (%) |
| 1000 | 54940 | |
| 999 | 1224 | 0.4% |
| 998 | 1333 | 0.4% |
| 997 | 1358 | 0.4% |
| 996 | 1313 | 0.4% |
| 995 | 1385 | 0.4% |
| 994 | 1372 | 0.4% |
| 993 | 1308 | 0.4% |
| 992 | 1447 | 0.4% |
| 991 | 1417 | 0.4% |
Interactions
Correlations
| AGE | CAR_YN | CD_USE_AMT | CRDT_LN_BAL | FAM_OWN_HOUS_CNT | FAM_OWN_LIV_YN | FST_CAR_ELPS | GOLF_INDOOR | HB_1ST | HOUS_LN_BAL | JB_TP | LIF_STG | OWN_HOUS_CNT | OWN_LIV_YN | PREFER_SPORTS | PYE_FAM_CNT | PYE_SC0000000 | SEX | TOT_ASST | TRAVEL_JJ | TRAVEL_OS | VIP_CARD_YN | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AGE | 1.000 | 0.120 | -0.108 | 0.034 | 0.089 | 0.104 | 0.318 | 0.053 | -0.200 | 0.148 | 0.068 | 0.895 | 0.215 | 0.211 | 0.035 | -0.018 | 0.204 | 0.061 | 0.020 | 0.008 | 0.022 | 0.104 |
| CAR_YN | 0.120 | 1.000 | 0.107 | 0.092 | 0.019 | 0.017 | 0.027 | 0.077 | 0.127 | 0.068 | 0.100 | 0.084 | 0.064 | 0.053 | 0.039 | 0.030 | 0.067 | 0.155 | 0.029 | 0.000 | 0.031 | 0.077 |
| CD_USE_AMT | -0.108 | 0.107 | 1.000 | 0.369 | 0.027 | 0.023 | -0.055 | 0.062 | 0.233 | 0.172 | -0.196 | -0.113 | 0.055 | 0.055 | 0.085 | -0.014 | 0.082 | 0.042 | 0.104 | 0.023 | 0.040 | 0.176 |
| CRDT_LN_BAL | 0.034 | 0.092 | 0.369 | 1.000 | 0.024 | 0.014 | -0.120 | 0.059 | 0.074 | 0.198 | -0.159 | 0.014 | 0.082 | 0.042 | 0.028 | -0.047 | -0.225 | 0.134 | -0.038 | 0.000 | 0.003 | 0.072 |
| FAM_OWN_HOUS_CNT | 0.089 | 0.019 | 0.027 | 0.024 | 1.000 | 0.539 | 0.047 | 0.018 | 0.051 | 0.128 | 0.023 | 0.085 | 0.400 | 0.307 | 0.014 | 0.199 | 0.109 | 0.021 | 0.174 | 0.003 | 0.004 | 0.048 |
| FAM_OWN_LIV_YN | 0.104 | 0.017 | 0.023 | 0.014 | 0.539 | 1.000 | 0.061 | 0.011 | 0.047 | 0.128 | 0.024 | 0.098 | 0.284 | 0.425 | 0.003 | 0.570 | 0.186 | 0.007 | 0.145 | 0.000 | 0.003 | 0.013 |
| FST_CAR_ELPS | 0.318 | 0.027 | -0.055 | -0.120 | 0.047 | 0.061 | 1.000 | 0.063 | -0.048 | 0.061 | 0.044 | 0.271 | 0.084 | 0.067 | 0.043 | 0.037 | 0.069 | 0.093 | 0.068 | 0.010 | 0.045 | 0.009 |
| GOLF_INDOOR | 0.053 | 0.077 | 0.062 | 0.059 | 0.018 | 0.011 | 0.063 | 1.000 | 0.148 | 0.034 | 0.037 | 0.044 | 0.024 | 0.019 | 0.103 | 0.007 | 0.019 | 0.063 | 0.048 | 0.018 | 0.040 | 0.065 |
| HB_1ST | -0.200 | 0.127 | 0.233 | 0.074 | 0.051 | 0.047 | -0.048 | 0.148 | 1.000 | 0.031 | -0.087 | -0.178 | 0.086 | 0.078 | 0.064 | -0.017 | 0.062 | 0.443 | 0.125 | 0.030 | 0.147 | 0.122 |
| HOUS_LN_BAL | 0.148 | 0.068 | 0.172 | 0.198 | 0.128 | 0.128 | 0.061 | 0.034 | 0.031 | 1.000 | -0.048 | 0.138 | 0.255 | 0.257 | 0.023 | -0.008 | 0.030 | 0.078 | 0.167 | 0.000 | 0.014 | 0.061 |
| JB_TP | 0.068 | 0.100 | -0.196 | -0.159 | 0.023 | 0.024 | 0.044 | 0.037 | -0.087 | -0.048 | 1.000 | 0.081 | 0.069 | 0.065 | 0.011 | 0.029 | -0.147 | 0.140 | -0.013 | 0.000 | 0.007 | 0.050 |
| LIF_STG | 0.895 | 0.084 | -0.113 | 0.014 | 0.085 | 0.098 | 0.271 | 0.044 | -0.178 | 0.138 | 0.081 | 1.000 | 0.197 | 0.200 | 0.036 | -0.005 | 0.189 | 0.128 | 0.039 | 0.007 | 0.020 | 0.089 |
| OWN_HOUS_CNT | 0.215 | 0.064 | 0.055 | 0.082 | 0.400 | 0.284 | 0.084 | 0.024 | 0.086 | 0.255 | 0.069 | 0.197 | 1.000 | 0.526 | 0.000 | 0.049 | 0.146 | 0.071 | 0.208 | 0.002 | 0.004 | 0.057 |
| OWN_LIV_YN | 0.211 | 0.053 | 0.055 | 0.042 | 0.307 | 0.425 | 0.067 | 0.019 | 0.078 | 0.257 | 0.065 | 0.200 | 0.526 | 1.000 | 0.000 | 0.143 | 0.239 | 0.069 | 0.156 | 0.000 | 0.003 | 0.033 |
| PREFER_SPORTS | 0.035 | 0.039 | 0.085 | 0.028 | 0.014 | 0.003 | 0.043 | 0.103 | 0.064 | 0.023 | 0.011 | 0.036 | 0.000 | 0.000 | 1.000 | 0.008 | 0.018 | 0.000 | 0.065 | 0.002 | 0.009 | 0.046 |
| PYE_FAM_CNT | -0.018 | 0.030 | -0.014 | -0.047 | 0.199 | 0.570 | 0.037 | 0.007 | -0.017 | -0.008 | 0.029 | -0.005 | 0.049 | 0.143 | 0.008 | 1.000 | 0.066 | 0.022 | 0.141 | 0.004 | 0.009 | 0.021 |
| PYE_SC0000000 | 0.204 | 0.067 | 0.082 | -0.225 | 0.109 | 0.186 | 0.069 | 0.019 | 0.062 | 0.030 | -0.147 | 0.189 | 0.146 | 0.239 | 0.018 | 0.066 | 1.000 | 0.048 | 0.207 | 0.000 | 0.018 | 0.056 |
| SEX | 0.061 | 0.155 | 0.042 | 0.134 | 0.021 | 0.007 | 0.093 | 0.063 | 0.443 | 0.078 | 0.140 | 0.128 | 0.071 | 0.069 | 0.000 | 0.022 | 0.048 | 1.000 | 0.041 | 0.002 | 0.003 | 0.015 |
| TOT_ASST | 0.020 | 0.029 | 0.104 | -0.038 | 0.174 | 0.145 | 0.068 | 0.048 | 0.125 | 0.167 | -0.013 | 0.039 | 0.208 | 0.156 | 0.065 | 0.141 | 0.207 | 0.041 | 1.000 | 0.005 | 0.039 | 0.151 |
| TRAVEL_JJ | 0.008 | 0.000 | 0.023 | 0.000 | 0.003 | 0.000 | 0.010 | 0.018 | 0.030 | 0.000 | 0.000 | 0.007 | 0.002 | 0.000 | 0.002 | 0.004 | 0.000 | 0.002 | 0.005 | 1.000 | 0.081 | 0.003 |
| TRAVEL_OS | 0.022 | 0.031 | 0.040 | 0.003 | 0.004 | 0.003 | 0.045 | 0.040 | 0.147 | 0.014 | 0.007 | 0.020 | 0.004 | 0.003 | 0.009 | 0.009 | 0.018 | 0.003 | 0.039 | 0.081 | 1.000 | 0.051 |
| VIP_CARD_YN | 0.104 | 0.077 | 0.176 | 0.072 | 0.048 | 0.013 | 0.009 | 0.065 | 0.122 | 0.061 | 0.050 | 0.089 | 0.057 | 0.033 | 0.046 | 0.021 | 0.056 | 0.015 | 0.151 | 0.003 | 0.051 | 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.
Sample
| SEX | AGE | JB_TP | LIF_STG | HB_1ST | BUY_LUX_YN | CAR_YN | VIP_CARD_YN | TRAVEL_OS | TRAVEL_JJ | GOLF_INDOOR | PREFER_SPORTS | FST_CAR_ELPS | TOT_ASST | PYE_FAM_CNT | OWN_HOUS_CNT | OWN_LIV_YN | FAM_OWN_HOUS_CNT | FAM_OWN_LIV_YN | HOUS_LN_BAL | CRDT_LN_BAL | CD_USE_AMT | PYE_SC0000000 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 35 | 420 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 94.0 | 198759 | 2.0 | 0 | 3 | 1 | 1 | 0 | 0 | 2705 | 1000.0 |
| 1 | 2 | 50 | 910 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 937500 | 4.0 | 0 | 3 | 2 | 1 | 0 | 0 | 5691 | 1000.0 |
| 2 | 1 | 30 | 420 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 378380 | 6.0 | 0 | 3 | 0 | 3 | 0 | 0 | 1198 | 845.0 |
| 3 | 1 | 25 | 910 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 614226 | 4.0 | 0 | 3 | 2 | 1 | 0 | 0 | 5032 | 915.0 |
| 4 | 2 | 40 | 420 | 3 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 86067 | 1.0 | 1 | 3 | 1 | 3 | 0 | 0 | 4636 | 966.0 |
| 5 | 2 | 55 | 510 | 5 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | NaN | 417418 | 2.0 | 0 | 3 | 0 | 3 | 0 | 0 | 9264 | 992.0 |
| 6 | 2 | 30 | 510 | 1 | 12 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 79.0 | 68494 | 4.0 | 0 | 3 | 0 | 3 | 0 | 0 | 4567 | 965.0 |
| 7 | 1 | 60 | 420 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 113.0 | 81656 | 0.0 | 0 | 3 | 0 | 0 | 0 | 15576 | 5651 | 471.0 |
| 8 | 1 | 50 | 420 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 162.0 | 76371 | 3.0 | 0 | 3 | 0 | 3 | 0 | 10400 | 14028 | 863.0 |
| 9 | 1 | 65 | 510 | 6 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 1057872 | 2.0 | 1 | 1 | 1 | 1 | 81797 | 0 | 7867 | 720.0 |
| SEX | AGE | JB_TP | LIF_STG | HB_1ST | BUY_LUX_YN | CAR_YN | VIP_CARD_YN | TRAVEL_OS | TRAVEL_JJ | GOLF_INDOOR | PREFER_SPORTS | FST_CAR_ELPS | TOT_ASST | PYE_FAM_CNT | OWN_HOUS_CNT | OWN_LIV_YN | FAM_OWN_HOUS_CNT | FAM_OWN_LIV_YN | HOUS_LN_BAL | CRDT_LN_BAL | CD_USE_AMT | PYE_SC0000000 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 329990 | 1 | 30 | 420 | 1 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 230814 | 3.0 | 0 | 3 | 1 | 1 | 0 | 0 | 2734 | 921.0 |
| 329991 | 2 | 45 | 420 | 4 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 171483 | 2.0 | 0 | 3 | 1 | 1 | 0 | 0 | 2447 | 1000.0 |
| 329992 | 1 | 65 | 420 | 6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 233448 | 2.0 | 1 | 1 | 1 | 1 | 0 | 0 | 1273 | 968.0 |
| 329993 | 1 | 65 | 510 | 6 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | NaN | 76235 | 3.0 | 0 | 3 | 0 | 3 | 0 | 0 | 2320 | 925.0 |
| 329994 | 1 | 40 | 510 | 3 | 16 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 176.0 | 90593 | 2.0 | 0 | 3 | 0 | 3 | 0 | 70434 | 23508 | 594.0 |
| 329995 | 1 | 55 | 510 | 5 | 14 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 286928 | 2.0 | 0 | 3 | 0 | 3 | 0 | 53020 | 39664 | 580.0 |
| 329996 | 2 | 60 | 910 | 5 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 615996 | 2.0 | 0 | 3 | 0 | 3 | 0 | 0 | 4033 | 999.0 |
| 329997 | 2 | 20 | 910 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 131351 | 2.0 | 0 | 3 | 0 | 3 | 0 | 0 | 781 | 601.0 |
| 329998 | 2 | 45 | 420 | 4 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 123941 | 4.0 | 1 | 1 | 2 | 1 | 0 | 0 | 7352 | 1000.0 |
| 329999 | 1 | 55 | 420 | 5 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 542285 | 4.0 | 1 | 1 | 1 | 1 | 91916 | 26939 | 4930 | 981.0 |
Duplicate rows
Most frequently occurring
| SEX | AGE | JB_TP | LIF_STG | HB_1ST | BUY_LUX_YN | CAR_YN | VIP_CARD_YN | TRAVEL_OS | TRAVEL_JJ | GOLF_INDOOR | PREFER_SPORTS | FST_CAR_ELPS | TOT_ASST | PYE_FAM_CNT | OWN_HOUS_CNT | OWN_LIV_YN | FAM_OWN_HOUS_CNT | FAM_OWN_LIV_YN | HOUS_LN_BAL | CRDT_LN_BAL | CD_USE_AMT | PYE_SC0000000 | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 25 | 910 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 7 |
| 31 | 2 | 40 | 910 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 6 |
| 4 | 1 | 30 | 910 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 5 |
| 14 | 1 | 65 | 910 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 5 |
| 16 | 1 | 70 | 910 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 5 |
| 21 | 2 | 30 | 910 | 1 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 5 |
| 18 | 2 | 25 | 910 | 1 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 4 |
| 29 | 2 | 40 | 910 | 3 | 12 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 4 |
| 1 | 1 | 25 | 910 | 1 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 3 |
| 5 | 1 | 30 | 910 | 3 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | NaN | 0 | 0.0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.0 | 3 |