Dataset statistics
| Number of variables | 9 |
|---|---|
| Number of observations | 430 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 34.1 KiB |
| Average record size in memory | 81.3 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 7 |
Dataset
| Description | Sample |
|---|---|
| Author | 해봄데이터㈜ |
| URL | https://www.bigdata-coast.kr/gdsInfo/gdsInfoDetail.do?gdsCd=CT02HBM010 |
LGZ_NETBT_CTSH is highly overall correlated with CTOF_LO | High correlation |
FSGN_CTSH is highly overall correlated with FSASSN_SZN_CTSH and 1 other fields | High correlation |
FSASSN_SZN_CTSH is highly overall correlated with FSGN_CTSH | High correlation |
CTOF_LO is highly overall correlated with LGZ_NETBT_CTSH and 1 other fields | High correlation |
SST is highly overall correlated with CTOF_YMD | High correlation |
FSLSPS_CTSH is highly overall correlated with FSGN_CTSH and 1 other fields | High correlation |
CTOF_YMD is highly overall correlated with SST | High correlation |
NCHVY_FSATN_CTSH has 384 (89.3%) zeros | Zeros |
LGZ_NETBT_CTSH has 306 (71.2%) zeros | Zeros |
FSGN_CTSH has 382 (88.8%) zeros | Zeros |
FSASSN_SZN_CTSH has 388 (90.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-03-13 12:52:51.394197 |
|---|---|
| Analysis finished | 2024-03-13 12:53:00.143105 |
| Duration | 8.75 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
FSLSPS_CTSH
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 100 | |
|---|---|
| 0 | |
| 200 | |
| 150 | 6 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 2.2790698 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 200 |
|---|---|
| 2nd row | 200 |
| 3rd row | 200 |
| 4th row | 100 |
| 5th row | 100 |
Common Values
| Value | Count | Frequency (%) |
| 100 | 155 | |
| 0 | 155 | |
| 200 | 114 | |
| 150 | 6 | 1.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 100 | 155 | |
| 0 | 155 | |
| 200 | 114 | |
| 150 | 6 | 1.4% |
NCHVY_FSATN_CTSH
Real number (ℝ)
ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.951163 |
| Minimum | 0 |
|---|---|
| Maximum | 615 |
| Zeros | 384 |
| Zeros (%) | 89.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 252.7 |
| Maximum | 615 |
| Range | 615 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 105.39078 |
|---|---|
| Coefficient of variation (CV) | 3.6402953 |
| Kurtosis | 18.382036 |
| Mean | 28.951163 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.2588954 |
| Sum | 12449 |
| Variance | 11107.217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 79 | 15 | 3.5% |
| 146 | 9 | 2.1% |
| 615 | 8 | 1.9% |
| 340 | 8 | 1.9% |
| 385 | 6 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 79 | 15 | 3.5% |
| 146 | 9 | 2.1% |
| 340 | 8 | 1.9% |
| 385 | 6 | 1.4% |
| 615 | 8 | 1.9% |
| Value | Count | Frequency (%) |
| 615 | 8 | 1.9% |
| 385 | 6 | 1.4% |
| 340 | 8 | 1.9% |
| 146 | 9 | 2.1% |
| 79 | 15 | 3.5% |
| 0 | 384 |
LGZ_NETBT_CTSH
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.083721 |
| Minimum | 0 |
|---|---|
| Maximum | 435 |
| Zeros | 306 |
| Zeros (%) | 71.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 16 |
| 95-th percentile | 373 |
| Maximum | 435 |
| Range | 435 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 114.43204 |
|---|---|
| Coefficient of variation (CV) | 2.430395 |
| Kurtosis | 5.0305312 |
| Mean | 47.083721 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.5523807 |
| Sum | 20246 |
| Variance | 13094.692 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 306 | |
| 102 | 9 | 2.1% |
| 414 | 9 | 2.1% |
| 368 | 9 | 2.1% |
| 39 | 9 | 2.1% |
| 373 | 9 | 2.1% |
| 435 | 9 | 2.1% |
| 107 | 9 | 2.1% |
| 25 | 8 | 1.9% |
| 266 | 8 | 1.9% |
| Other values (7) | 45 | 10.5% |
| Value | Count | Frequency (%) |
| 0 | 306 | |
| 3 | 6 | 1.4% |
| 4 | 7 | 1.6% |
| 16 | 6 | 1.4% |
| 24 | 6 | 1.4% |
| 25 | 8 | 1.9% |
| 28 | 6 | 1.4% |
| 39 | 9 | 2.1% |
| 51 | 6 | 1.4% |
| 77 | 8 | 1.9% |
| Value | Count | Frequency (%) |
| 435 | 9 | |
| 414 | 9 | |
| 373 | 9 | |
| 368 | 9 | |
| 266 | 8 | |
| 107 | 9 | |
| 102 | 9 | |
| 77 | 8 | |
| 51 | 6 | |
| 39 | 9 |
FSGN_CTSH
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.5046512 |
| Minimum | 0 |
|---|---|
| Maximum | 189 |
| Zeros | 382 |
| Zeros (%) | 88.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 59 |
| Maximum | 189 |
| Range | 189 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 32.242507 |
|---|---|
| Coefficient of variation (CV) | 3.7911616 |
| Kurtosis | 17.932967 |
| Mean | 8.5046512 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.2968755 |
| Sum | 3657 |
| Variance | 1039.5792 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 382 | |
| 7 | 6 | 1.4% |
| 35 | 6 | 1.4% |
| 59 | 6 | 1.4% |
| 150 | 6 | 1.4% |
| 14 | 6 | 1.4% |
| 131 | 6 | 1.4% |
| 29 | 6 | 1.4% |
| 189 | 3 | 0.7% |
| 180 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 382 | |
| 7 | 6 | 1.4% |
| 14 | 6 | 1.4% |
| 29 | 6 | 1.4% |
| 35 | 6 | 1.4% |
| 59 | 6 | 1.4% |
| 131 | 6 | 1.4% |
| 150 | 6 | 1.4% |
| 180 | 3 | 0.7% |
| 189 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 189 | 3 | 0.7% |
| 180 | 3 | 0.7% |
| 150 | 6 | 1.4% |
| 131 | 6 | 1.4% |
| 59 | 6 | 1.4% |
| 35 | 6 | 1.4% |
| 29 | 6 | 1.4% |
| 14 | 6 | 1.4% |
| 7 | 6 | 1.4% |
| 0 | 382 |
FSASSN_SZN_CTSH
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 10 |
|---|---|
| Distinct (%) | 2.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0837209 |
| Minimum | 0 |
|---|---|
| Maximum | 257 |
| Zeros | 388 |
| Zeros (%) | 90.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 39 |
| Maximum | 257 |
| Range | 257 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 36.863099 |
|---|---|
| Coefficient of variation (CV) | 4.0581497 |
| Kurtosis | 24.823178 |
| Mean | 9.0837209 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.9215679 |
| Sum | 3906 |
| Variance | 1358.8881 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0 | 388 | |
| 62 | 6 | 1.4% |
| 26 | 6 | 1.4% |
| 39 | 6 | 1.4% |
| 151 | 6 | 1.4% |
| 27 | 6 | 1.4% |
| 36 | 3 | 0.7% |
| 257 | 3 | 0.7% |
| 194 | 3 | 0.7% |
| 205 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 388 | |
| 26 | 6 | 1.4% |
| 27 | 6 | 1.4% |
| 36 | 3 | 0.7% |
| 39 | 6 | 1.4% |
| 62 | 6 | 1.4% |
| 151 | 6 | 1.4% |
| 194 | 3 | 0.7% |
| 205 | 3 | 0.7% |
| 257 | 3 | 0.7% |
| Value | Count | Frequency (%) |
| 257 | 3 | 0.7% |
| 205 | 3 | 0.7% |
| 194 | 3 | 0.7% |
| 151 | 6 | 1.4% |
| 62 | 6 | 1.4% |
| 39 | 6 | 1.4% |
| 36 | 3 | 0.7% |
| 27 | 6 | 1.4% |
| 26 | 6 | 1.4% |
| 0 | 388 |
CTOF_LO
Real number (ℝ)
HIGH CORRELATION
| Distinct | 39 |
|---|---|
| Distinct (%) | 9.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 127.07441 |
| Minimum | 124.583 |
|---|---|
| Maximum | 130.917 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.9 KiB |
Quantile statistics
| Minimum | 124.583 |
|---|---|
| 5-th percentile | 125.083 |
| Q1 | 125.75 |
| median | 126.75 |
| Q3 | 128.25 |
| 95-th percentile | 129.917 |
| Maximum | 130.917 |
| Range | 6.334 |
| Interquartile range (IQR) | 2.5 |
Descriptive statistics
| Standard deviation | 1.5657707 |
|---|---|
| Coefficient of variation (CV) | 0.012321684 |
| Kurtosis | -0.56476401 |
| Mean | 127.07441 |
| Median Absolute Deviation (MAD) | 1.167 |
| Skewness | 0.61398145 |
| Sum | 54641.996 |
| Variance | 2.4516379 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 125.917 | 27 | 6.3% |
| 125.75 | 27 | 6.3% |
| 125.583 | 27 | 6.3% |
| 126.083 | 23 | 5.3% |
| 126.25 | 19 | 4.4% |
| 125.417 | 18 | 4.2% |
| 125.25 | 18 | 4.2% |
| 125.083 | 18 | 4.2% |
| 126.917 | 17 | 4.0% |
| 127.917 | 16 | 3.7% |
| Other values (29) | 220 |
| Value | Count | Frequency (%) |
| 124.583 | 3 | 0.7% |
| 124.75 | 3 | 0.7% |
| 124.917 | 3 | 0.7% |
| 125.083 | 18 | |
| 125.25 | 18 | |
| 125.417 | 18 | |
| 125.583 | 27 | |
| 125.75 | 27 | |
| 125.917 | 27 | |
| 126.083 | 23 |
| Value | Count | Frequency (%) |
| 130.917 | 6 | |
| 130.75 | 6 | |
| 130.583 | 6 | |
| 130.417 | 1 | 0.2% |
| 130.25 | 1 | 0.2% |
| 130.083 | 1 | 0.2% |
| 129.917 | 2 | 0.5% |
| 129.75 | 2 | 0.5% |
| 129.583 | 2 | 0.5% |
| 129.417 | 12 |
CTOF_LA
Real number (ℝ)
| Distinct | 24 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.439144 |
| Minimum | 32.583 |
|---|---|
| Maximum | 36.417 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.9 KiB |
Quantile statistics
| Minimum | 32.583 |
|---|---|
| 5-th percentile | 33.083 |
| Q1 | 33.583 |
| median | 34.583 |
| Q3 | 35.083 |
| 95-th percentile | 35.917 |
| Maximum | 36.417 |
| Range | 3.834 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 0.93788724 |
|---|---|
| Coefficient of variation (CV) | 0.027233175 |
| Kurtosis | -0.88804052 |
| Mean | 34.439144 |
| Median Absolute Deviation (MAD) | 0.667 |
| Skewness | -0.059499496 |
| Sum | 14808.832 |
| Variance | 0.87963248 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 34.75 | 54 | |
| 34.583 | 49 | |
| 34.917 | 34 | 7.9% |
| 33.083 | 30 | 7.0% |
| 33.25 | 30 | 7.0% |
| 33.917 | 27 | 6.3% |
| 33.75 | 24 | 5.6% |
| 33.417 | 23 | 5.3% |
| 35.25 | 21 | 4.9% |
| 35.417 | 21 | 4.9% |
| Other values (14) | 117 |
| Value | Count | Frequency (%) |
| 32.583 | 6 | 1.4% |
| 32.75 | 6 | 1.4% |
| 32.917 | 6 | 1.4% |
| 33.083 | 30 | |
| 33.25 | 30 | |
| 33.417 | 23 | |
| 33.583 | 8 | 1.9% |
| 33.75 | 24 | |
| 33.917 | 27 | |
| 34.083 | 6 | 1.4% |
| Value | Count | Frequency (%) |
| 36.417 | 6 | 1.4% |
| 36.25 | 6 | 1.4% |
| 36.083 | 6 | 1.4% |
| 35.917 | 12 | 2.8% |
| 35.75 | 12 | 2.8% |
| 35.583 | 12 | 2.8% |
| 35.417 | 21 | |
| 35.25 | 21 | |
| 35.083 | 21 | |
| 34.917 | 34 |
CTOF_YMD
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.5 KiB |
| 20210828 | |
|---|---|
| 20210821 | |
| 20210807 | |
| 20210814 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 20210807 |
|---|---|
| 2nd row | 20210807 |
| 3rd row | 20210807 |
| 4th row | 20210807 |
| 5th row | 20210807 |
Common Values
| Value | Count | Frequency (%) |
| 20210828 | 119 | |
| 20210821 | 110 | |
| 20210807 | 109 | |
| 20210814 | 92 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 20210828 | 119 | |
| 20210821 | 110 | |
| 20210807 | 109 | |
| 20210814 | 92 |
SST
Real number (ℝ)
HIGH CORRELATION
| Distinct | 11 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.944186 |
| Minimum | 21 |
|---|---|
| Maximum | 35 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.9 KiB |
Quantile statistics
| Minimum | 21 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 25 |
| median | 26 |
| Q3 | 27 |
| 95-th percentile | 28 |
| Maximum | 35 |
| Range | 14 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1745832 |
|---|---|
| Coefficient of variation (CV) | 0.083817748 |
| Kurtosis | 7.7085149 |
| Mean | 25.944186 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.1229369 |
| Sum | 11156 |
| Variance | 4.7288123 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 26 | 121 | |
| 25 | 106 | |
| 27 | 83 | |
| 24 | 43 | 10.0% |
| 28 | 29 | 6.7% |
| 23 | 21 | 4.9% |
| 35 | 14 | 3.3% |
| 22 | 10 | 2.3% |
| 21 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 21 | 1 | 0.2% |
| 22 | 10 | 2.3% |
| 23 | 21 | 4.9% |
| 24 | 43 | 10.0% |
| 25 | 106 | |
| 26 | 121 | |
| 27 | 83 | |
| 28 | 29 | 6.7% |
| 29 | 1 | 0.2% |
| 32 | 1 | 0.2% |
| Value | Count | Frequency (%) |
| 35 | 14 | 3.3% |
| 32 | 1 | 0.2% |
| 29 | 1 | 0.2% |
| 28 | 29 | 6.7% |
| 27 | 83 | |
| 26 | 121 | |
| 25 | 106 | |
| 24 | 43 | 10.0% |
| 23 | 21 | 4.9% |
| 22 | 10 | 2.3% |
| FSLSPS_CTSH | NCHVY_FSATN_CTSH | LGZ_NETBT_CTSH | FSGN_CTSH | FSASSN_SZN_CTSH | CTOF_LO | CTOF_LA | CTOF_YMD | SST | |
|---|---|---|---|---|---|---|---|---|---|
| FSLSPS_CTSH | 1.000 | 0.368 | 0.464 | 0.762 | 0.354 | 0.702 | 0.672 | 0.549 | 0.362 |
| NCHVY_FSATN_CTSH | 0.368 | 1.000 | 0.000 | 0.000 | 0.742 | 0.571 | 0.294 | 0.460 | 0.290 |
| LGZ_NETBT_CTSH | 0.464 | 0.000 | 1.000 | 0.491 | 0.000 | 0.667 | 0.502 | 0.433 | 0.301 |
| FSGN_CTSH | 0.762 | 0.000 | 0.491 | 1.000 | 0.884 | 0.439 | 0.393 | 0.327 | 0.429 |
| FSASSN_SZN_CTSH | 0.354 | 0.742 | 0.000 | 0.884 | 1.000 | 0.456 | 0.422 | 0.287 | 0.473 |
| CTOF_LO | 0.702 | 0.571 | 0.667 | 0.439 | 0.456 | 1.000 | 0.750 | 0.517 | 0.465 |
| CTOF_LA | 0.672 | 0.294 | 0.502 | 0.393 | 0.422 | 0.750 | 1.000 | 0.557 | 0.433 |
| CTOF_YMD | 0.549 | 0.460 | 0.433 | 0.327 | 0.287 | 0.517 | 0.557 | 1.000 | 0.844 |
| SST | 0.362 | 0.290 | 0.301 | 0.429 | 0.473 | 0.465 | 0.433 | 0.844 | 1.000 |
| FSLSPS_CTSH | CTOF_YMD | |
|---|---|---|
| FSLSPS_CTSH | 1.000 | 0.240 |
| CTOF_YMD | 0.240 | 1.000 |
| NCHVY_FSATN_CTSH | LGZ_NETBT_CTSH | FSGN_CTSH | FSASSN_SZN_CTSH | CTOF_LO | CTOF_LA | SST | FSLSPS_CTSH | CTOF_YMD | |
|---|---|---|---|---|---|---|---|---|---|
| NCHVY_FSATN_CTSH | 1.000 | -0.150 | 0.001 | 0.180 | 0.304 | 0.074 | 0.039 | 0.244 | 0.312 |
| LGZ_NETBT_CTSH | -0.150 | 1.000 | 0.228 | 0.003 | 0.658 | 0.194 | -0.013 | 0.315 | 0.292 |
| FSGN_CTSH | 0.001 | 0.228 | 1.000 | 0.623 | 0.041 | -0.064 | -0.342 | 0.600 | 0.216 |
| FSASSN_SZN_CTSH | 0.180 | 0.003 | 0.623 | 1.000 | 0.065 | 0.001 | -0.191 | 0.235 | 0.188 |
| CTOF_LO | 0.304 | 0.658 | 0.041 | 0.065 | 1.000 | -0.076 | 0.056 | 0.500 | 0.333 |
| CTOF_LA | 0.074 | 0.194 | -0.064 | 0.001 | -0.076 | 1.000 | -0.115 | 0.470 | 0.365 |
| SST | 0.039 | -0.013 | -0.342 | -0.191 | 0.056 | -0.115 | 1.000 | 0.160 | 0.519 |
| FSLSPS_CTSH | 0.244 | 0.315 | 0.600 | 0.235 | 0.500 | 0.470 | 0.160 | 1.000 | 0.240 |
| CTOF_YMD | 0.312 | 0.292 | 0.216 | 0.188 | 0.333 | 0.365 | 0.519 | 0.240 | 1.000 |
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.
| FSLSPS_CTSH | NCHVY_FSATN_CTSH | LGZ_NETBT_CTSH | FSGN_CTSH | FSASSN_SZN_CTSH | CTOF_LO | CTOF_LA | CTOF_YMD | SST | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | 200 | 0 | 0 | 0 | 0 | 126.083 | 33.083 | 20210807 | 27 |
| 1 | 200 | 0 | 0 | 0 | 0 | 126.25 | 33.083 | 20210807 | 27 |
| 2 | 200 | 0 | 0 | 0 | 0 | 126.417 | 33.083 | 20210807 | 27 |
| 3 | 100 | 0 | 0 | 0 | 0 | 126.583 | 33.083 | 20210807 | 27 |
| 4 | 100 | 0 | 0 | 0 | 0 | 126.75 | 33.083 | 20210807 | 27 |
| 5 | 100 | 0 | 0 | 0 | 0 | 126.917 | 33.083 | 20210807 | 27 |
| 6 | 200 | 0 | 0 | 0 | 0 | 127.083 | 33.083 | 20210807 | 27 |
| 7 | 200 | 0 | 0 | 0 | 0 | 127.25 | 33.083 | 20210807 | 28 |
| 8 | 200 | 0 | 0 | 0 | 0 | 127.417 | 33.083 | 20210807 | 27 |
| 9 | 100 | 0 | 0 | 0 | 0 | 127.583 | 33.083 | 20210807 | 27 |
| FSLSPS_CTSH | NCHVY_FSATN_CTSH | LGZ_NETBT_CTSH | FSGN_CTSH | FSASSN_SZN_CTSH | CTOF_LO | CTOF_LA | CTOF_YMD | SST | |
|---|---|---|---|---|---|---|---|---|---|
| 420 | 100 | 0 | 0 | 0 | 0 | 125.917 | 35.917 | 20210828 | 24 |
| 421 | 100 | 0 | 0 | 0 | 0 | 125.583 | 36.083 | 20210828 | 27 |
| 422 | 100 | 0 | 0 | 0 | 0 | 125.75 | 36.083 | 20210828 | 32 |
| 423 | 100 | 0 | 0 | 0 | 0 | 125.917 | 36.083 | 20210828 | 23 |
| 424 | 100 | 0 | 0 | 0 | 0 | 125.583 | 36.25 | 20210828 | 35 |
| 425 | 100 | 0 | 0 | 0 | 0 | 125.75 | 36.25 | 20210828 | 25 |
| 426 | 100 | 0 | 0 | 0 | 0 | 125.917 | 36.25 | 20210828 | 25 |
| 427 | 100 | 0 | 0 | 0 | 0 | 125.583 | 36.417 | 20210828 | 28 |
| 428 | 100 | 0 | 0 | 0 | 0 | 125.75 | 36.417 | 20210828 | 26 |
| 429 | 100 | 0 | 0 | 0 | 0 | 125.917 | 36.417 | 20210828 | 23 |