Dataset statistics
| Number of variables | 6 |
|---|---|
| Number of observations | 341 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 18.1 KiB |
| Average record size in memory | 54.4 B |
Variable types
| Numeric | 6 |
|---|
Dataset
| Description | Sample |
|---|---|
| Author | ㈜오셔닉 |
| URL | https://www.bigdata-coast.kr/gdsInfo/gdsInfoDetail.do?gdsCd=CT06OCN003 |
SPOT_LO is highly overall correlated with SPOT_LA and 1 other fields | High correlation |
SPOT_LA is highly overall correlated with SPOT_LO and 1 other fields | High correlation |
SPOT_AL is highly overall correlated with SPOT_LO and 1 other fields | High correlation |
GRDNT_RT is highly overall correlated with GRDNT_VAL | High correlation |
GRDNT_VAL is highly overall correlated with GRDNT_RT | High correlation |
SPOT_LO has unique values | Unique |
SPOT_LA has unique values | Unique |
Reproduction
| Analysis started | 2024-03-13 12:27:55.005658 |
|---|---|
| Analysis finished | 2024-03-13 12:28:05.514495 |
| Duration | 10.51 seconds |
| Software version | ydata-profiling vv4.5.1 |
| Download configuration | config.json |
SPOT_LO
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 341 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.32742 |
| Minimum | 126.32729 |
|---|---|
| Maximum | 126.32749 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 126.32729 |
|---|---|
| 5-th percentile | 126.32732 |
| Q1 | 126.32739 |
| median | 126.32743 |
| Q3 | 126.32747 |
| 95-th percentile | 126.32749 |
| Maximum | 126.32749 |
| Range | 0.0002053718 |
| Interquartile range (IQR) | 7.81112 × 10-5 |
Descriptive statistics
| Standard deviation | 5.2481368 × 10-5 |
|---|---|
| Coefficient of variation (CV) | 4.1543924 × 10-7 |
| Kurtosis | -0.48391242 |
| Mean | 126.32742 |
| Median Absolute Deviation (MAD) | 3.79393 × 10-5 |
| Skewness | -0.65151199 |
| Sum | 43077.651 |
| Variance | 2.754294 × 10-9 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 126.3274719509 | 1 | 0.3% |
| 126.327458633 | 1 | 0.3% |
| 126.3274764941 | 1 | 0.3% |
| 126.3274742615 | 1 | 0.3% |
| 126.3274720288 | 1 | 0.3% |
| 126.3274697962 | 1 | 0.3% |
| 126.3274675636 | 1 | 0.3% |
| 126.3274653309 | 1 | 0.3% |
| 126.3274630983 | 1 | 0.3% |
| 126.3274608656 | 1 | 0.3% |
| Other values (331) | 331 |
| Value | Count | Frequency (%) |
| 126.3272867508 | 1 | |
| 126.3272889835 | 1 | |
| 126.3272912161 | 1 | |
| 126.3272934487 | 1 | |
| 126.3272956814 | 1 | |
| 126.327297914 | 1 | |
| 126.3273001467 | 1 | |
| 126.3273023793 | 1 | |
| 126.327304612 | 1 | |
| 126.3273068446 | 1 |
| Value | Count | Frequency (%) |
| 126.3274921226 | 1 | |
| 126.327492107 | 1 | |
| 126.3274920914 | 1 | |
| 126.3274920758 | 1 | |
| 126.3274920602 | 1 | |
| 126.3274920446 | 1 | |
| 126.3274899056 | 1 | |
| 126.32748989 | 1 | |
| 126.3274898744 | 1 | |
| 126.3274898588 | 1 |
SPOT_LA
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 341 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.515008 |
| Minimum | 36.515002 |
|---|---|
| Maximum | 36.515016 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 36.515002 |
|---|---|
| 5-th percentile | 36.515002 |
| Q1 | 36.515005 |
| median | 36.515008 |
| Q3 | 36.51501 |
| 95-th percentile | 36.515014 |
| Maximum | 36.515016 |
| Range | 1.37736 × 10-5 |
| Interquartile range (IQR) | 5.3562 × 10-6 |
Descriptive statistics
| Standard deviation | 3.4205724 × 10-6 |
|---|---|
| Coefficient of variation (CV) | 9.3675797 × 10-8 |
| Kurtosis | -0.58217791 |
| Mean | 36.515008 |
| Median Absolute Deviation (MAD) | 2.4694 × 10-6 |
| Skewness | 0 |
| Sum | 12451.618 |
| Variance | 1.1700316 × 10-11 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36.5150154997 | 1 | 0.3% |
| 36.5150064132 | 1 | 0.3% |
| 36.5150065139 | 1 | 0.3% |
| 36.5150065013 | 1 | 0.3% |
| 36.5150064887 | 1 | 0.3% |
| 36.5150064762 | 1 | 0.3% |
| 36.5150064636 | 1 | 0.3% |
| 36.515006451 | 1 | 0.3% |
| 36.5150064384 | 1 | 0.3% |
| 36.5150064258 | 1 | 0.3% |
| Other values (331) | 331 |
| Value | Count | Frequency (%) |
| 36.5150018394 | 1 | |
| 36.515001852 | 1 | |
| 36.5150018646 | 1 | |
| 36.5150018772 | 1 | |
| 36.5150018898 | 1 | |
| 36.5150019024 | 1 | |
| 36.515001915 | 1 | |
| 36.5150019276 | 1 | |
| 36.5150019402 | 1 | |
| 36.5150019528 | 1 |
| Value | Count | Frequency (%) |
| 36.515015613 | 1 | |
| 36.5150156004 | 1 | |
| 36.5150155878 | 1 | |
| 36.5150155752 | 1 | |
| 36.5150155626 | 1 | |
| 36.51501555 | 1 | |
| 36.5150155374 | 1 | |
| 36.5150155249 | 1 | |
| 36.5150155123 | 1 | |
| 36.5150154997 | 1 |
SPOT_AL
Real number (ℝ)
HIGH CORRELATION
| Distinct | 283 |
|---|---|
| Distinct (%) | 83.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.9478299 |
| Minimum | 1.944 |
|---|---|
| Maximum | 3.878 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 1.944 |
|---|---|
| 5-th percentile | 1.977 |
| Q1 | 2.515 |
| median | 2.935 |
| Q3 | 3.369 |
| 95-th percentile | 3.784 |
| Maximum | 3.878 |
| Range | 1.934 |
| Interquartile range (IQR) | 0.854 |
Descriptive statistics
| Standard deviation | 0.53628953 |
|---|---|
| Coefficient of variation (CV) | 0.18192689 |
| Kurtosis | -0.94859789 |
| Mean | 2.9478299 |
| Median Absolute Deviation (MAD) | 0.433 |
| Skewness | -0.14254634 |
| Sum | 1005.21 |
| Variance | 0.28760647 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.426 | 6 | 1.8% |
| 1.944 | 5 | 1.5% |
| 2.843 | 4 | 1.2% |
| 3.235 | 3 | 0.9% |
| 2.84 | 3 | 0.9% |
| 2.844 | 3 | 0.9% |
| 3.339 | 3 | 0.9% |
| 1.945 | 3 | 0.9% |
| 2.424 | 3 | 0.9% |
| 3.368 | 3 | 0.9% |
| Other values (273) | 305 |
| Value | Count | Frequency (%) |
| 1.944 | 5 | |
| 1.945 | 3 | |
| 1.946 | 1 | 0.3% |
| 1.947 | 1 | 0.3% |
| 1.949 | 1 | 0.3% |
| 1.951 | 1 | 0.3% |
| 1.953 | 1 | 0.3% |
| 1.965 | 1 | 0.3% |
| 1.97 | 1 | 0.3% |
| 1.975 | 2 | 0.6% |
| Value | Count | Frequency (%) |
| 3.878 | 3 | |
| 3.877 | 1 | 0.3% |
| 3.874 | 1 | 0.3% |
| 3.87 | 1 | 0.3% |
| 3.855 | 1 | 0.3% |
| 3.839 | 1 | 0.3% |
| 3.836 | 1 | 0.3% |
| 3.828 | 1 | 0.3% |
| 3.827 | 1 | 0.3% |
| 3.826 | 1 | 0.3% |
GRDNT_RT
Real number (ℝ)
HIGH CORRELATION
| Distinct | 324 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.624194 |
| Minimum | 0.06 |
|---|---|
| Maximum | 61.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 0.06 |
|---|---|
| 5-th percentile | 1.72 |
| Q1 | 9.4 |
| median | 13.93 |
| Q3 | 20.53 |
| 95-th percentile | 34.23 |
| Maximum | 61.9 |
| Range | 61.84 |
| Interquartile range (IQR) | 11.13 |
Descriptive statistics
| Standard deviation | 10.129157 |
|---|---|
| Coefficient of variation (CV) | 0.64829954 |
| Kurtosis | 3.490852 |
| Mean | 15.624194 |
| Median Absolute Deviation (MAD) | 5.21 |
| Skewness | 1.4428192 |
| Sum | 5327.85 |
| Variance | 102.59983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.1 | 2 | 0.6% |
| 2.18 | 2 | 0.6% |
| 12.92 | 2 | 0.6% |
| 14.11 | 2 | 0.6% |
| 18.5 | 2 | 0.6% |
| 8.99 | 2 | 0.6% |
| 13.17 | 2 | 0.6% |
| 0.99 | 2 | 0.6% |
| 20.2 | 2 | 0.6% |
| 5.53 | 2 | 0.6% |
| Other values (314) | 321 |
| Value | Count | Frequency (%) |
| 0.06 | 1 | |
| 0.19 | 1 | |
| 0.26 | 1 | |
| 0.34 | 1 | |
| 0.44 | 1 | |
| 0.81 | 1 | |
| 0.99 | 2 | |
| 1.11 | 1 | |
| 1.13 | 1 | |
| 1.16 | 1 |
| Value | Count | Frequency (%) |
| 61.9 | 1 | |
| 60.2 | 1 | |
| 56.43 | 1 | |
| 51.47 | 1 | |
| 50.24 | 1 | |
| 47.18 | 1 | |
| 46.34 | 1 | |
| 46.14 | 1 | |
| 44.74 | 1 | |
| 41.85 | 1 |
GRDNT_VAL
Real number (ℝ)
HIGH CORRELATION
| Distinct | 303 |
|---|---|
| Distinct (%) | 88.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.7747801 |
| Minimum | 0.03 |
|---|---|
| Maximum | 31.76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 0.98 |
| Q1 | 5.37 |
| median | 7.93 |
| Q3 | 11.6 |
| 95-th percentile | 18.9 |
| Maximum | 31.76 |
| Range | 31.73 |
| Interquartile range (IQR) | 6.23 |
Descriptive statistics
| Standard deviation | 5.4572947 |
|---|---|
| Coefficient of variation (CV) | 0.62192951 |
| Kurtosis | 2.5034919 |
| Mean | 8.7747801 |
| Median Absolute Deviation (MAD) | 2.93 |
| Skewness | 1.2165416 |
| Sum | 2992.2 |
| Variance | 29.782065 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.55 | 3 | 0.9% |
| 11.42 | 3 | 0.9% |
| 0.98 | 2 | 0.6% |
| 9.06 | 2 | 0.6% |
| 15.93 | 2 | 0.6% |
| 0.57 | 2 | 0.6% |
| 11.82 | 2 | 0.6% |
| 3.17 | 2 | 0.6% |
| 7.38 | 2 | 0.6% |
| 7.56 | 2 | 0.6% |
| Other values (293) | 319 |
| Value | Count | Frequency (%) |
| 0.03 | 1 | |
| 0.11 | 1 | |
| 0.15 | 1 | |
| 0.2 | 1 | |
| 0.25 | 1 | |
| 0.46 | 1 | |
| 0.57 | 2 | |
| 0.63 | 1 | |
| 0.64 | 1 | |
| 0.66 | 1 |
| Value | Count | Frequency (%) |
| 31.76 | 1 | |
| 31.05 | 1 | |
| 29.44 | 1 | |
| 27.24 | 1 | |
| 26.68 | 1 | |
| 25.26 | 1 | |
| 24.86 | 1 | |
| 24.77 | 1 | |
| 24.1 | 1 | |
| 22.71 | 1 |
SLANT_DRC
Real number (ℝ)
| Distinct | 331 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 255.47806 |
| Minimum | 39.06 |
|---|---|
| Maximum | 346.95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.1 KiB |
Quantile statistics
| Minimum | 39.06 |
|---|---|
| 5-th percentile | 101.58 |
| Q1 | 242.87 |
| median | 271.08 |
| Q3 | 284.51 |
| 95-th percentile | 319.6 |
| Maximum | 346.95 |
| Range | 307.89 |
| Interquartile range (IQR) | 41.64 |
Descriptive statistics
| Standard deviation | 59.08811 |
|---|---|
| Coefficient of variation (CV) | 0.23128448 |
| Kurtosis | 3.9490268 |
| Mean | 255.47806 |
| Median Absolute Deviation (MAD) | 21.34 |
| Skewness | -1.9405372 |
| Sum | 87118.02 |
| Variance | 3491.4048 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 239.56 | 2 | 0.6% |
| 270.96 | 2 | 0.6% |
| 274.44 | 2 | 0.6% |
| 314.84 | 2 | 0.6% |
| 274.51 | 2 | 0.6% |
| 278.64 | 2 | 0.6% |
| 284.43 | 2 | 0.6% |
| 281.81 | 2 | 0.6% |
| 310.25 | 2 | 0.6% |
| 270.53 | 2 | 0.6% |
| Other values (321) | 321 |
| Value | Count | Frequency (%) |
| 39.06 | 1 | |
| 40.09 | 1 | |
| 40.99 | 1 | |
| 43.3 | 1 | |
| 44.82 | 1 | |
| 53.33 | 1 | |
| 56.24 | 1 | |
| 57.2 | 1 | |
| 59.97 | 1 | |
| 60.49 | 1 |
| Value | Count | Frequency (%) |
| 346.95 | 1 | |
| 338.35 | 1 | |
| 336.01 | 1 | |
| 334.34 | 1 | |
| 331.88 | 1 | |
| 329.46 | 1 | |
| 328.35 | 1 | |
| 325.3 | 1 | |
| 325.22 | 1 | |
| 325.21 | 1 |
| SPOT_LO | SPOT_LA | SPOT_AL | GRDNT_RT | GRDNT_VAL | SLANT_DRC | |
|---|---|---|---|---|---|---|
| SPOT_LO | 1.000 | 0.815 | 0.978 | 0.460 | 0.422 | 0.746 |
| SPOT_LA | 0.815 | 1.000 | 0.791 | 0.490 | 0.510 | 0.689 |
| SPOT_AL | 0.978 | 0.791 | 1.000 | 0.455 | 0.435 | 0.717 |
| GRDNT_RT | 0.460 | 0.490 | 0.455 | 1.000 | 0.992 | 0.530 |
| GRDNT_VAL | 0.422 | 0.510 | 0.435 | 0.992 | 1.000 | 0.509 |
| SLANT_DRC | 0.746 | 0.689 | 0.717 | 0.530 | 0.509 | 1.000 |
| SPOT_LO | SPOT_LA | SPOT_AL | GRDNT_RT | GRDNT_VAL | SLANT_DRC | |
|---|---|---|---|---|---|---|
| SPOT_LO | 1.000 | 0.674 | 0.996 | 0.049 | 0.049 | 0.172 |
| SPOT_LA | 0.674 | 1.000 | 0.666 | 0.214 | 0.213 | 0.402 |
| SPOT_AL | 0.996 | 0.666 | 1.000 | 0.049 | 0.049 | 0.166 |
| GRDNT_RT | 0.049 | 0.214 | 0.049 | 1.000 | 1.000 | 0.423 |
| GRDNT_VAL | 0.049 | 0.213 | 0.049 | 1.000 | 1.000 | 0.423 |
| SLANT_DRC | 0.172 | 0.402 | 0.166 | 0.423 | 0.423 | 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.
| SPOT_LO | SPOT_LA | SPOT_AL | GRDNT_RT | GRDNT_VAL | SLANT_DRC | |
|---|---|---|---|---|---|---|
| 0 | 126.327472 | 36.515015 | 3.368 | 13.26 | 7.55 | 338.35 |
| 1 | 126.327474 | 36.515016 | 3.371 | 32.48 | 17.99 | 312.92 |
| 2 | 126.327476 | 36.515016 | 3.375 | 60.2 | 31.05 | 307.68 |
| 3 | 126.327479 | 36.515016 | 3.411 | 61.9 | 31.76 | 304.55 |
| 4 | 126.327481 | 36.515016 | 3.501 | 41.85 | 22.71 | 295.79 |
| 5 | 126.327483 | 36.515016 | 3.661 | 22.64 | 12.76 | 284.51 |
| 6 | 126.327485 | 36.515016 | 3.74 | 23.07 | 12.99 | 270.53 |
| 7 | 126.327488 | 36.515016 | 3.78 | 24.25 | 13.63 | 264.89 |
| 8 | 126.32749 | 36.515016 | 3.855 | 15.81 | 8.99 | 316.89 |
| 9 | 126.327492 | 36.515016 | 3.878 | 18.89 | 10.7 | 313.86 |
| SPOT_LO | SPOT_LA | SPOT_AL | GRDNT_RT | GRDNT_VAL | SLANT_DRC | |
|---|---|---|---|---|---|---|
| 331 | 126.327309 | 36.515002 | 1.944 | 13.55 | 7.72 | 288.73 |
| 332 | 126.327311 | 36.515002 | 1.947 | 12.63 | 7.2 | 285.31 |
| 333 | 126.327314 | 36.515002 | 1.953 | 10.68 | 6.1 | 277.11 |
| 334 | 126.327316 | 36.515002 | 1.965 | 12.49 | 7.12 | 262.1 |
| 335 | 126.327318 | 36.515002 | 1.975 | 26.41 | 14.79 | 248.65 |
| 336 | 126.32732 | 36.515002 | 1.986 | 36.75 | 20.18 | 232.42 |
| 337 | 126.327322 | 36.515002 | 2.011 | 34.23 | 18.9 | 211.4 |
| 338 | 126.327325 | 36.515002 | 2.043 | 24.85 | 13.95 | 188.25 |
| 339 | 126.327327 | 36.515002 | 2.065 | 16.45 | 9.34 | 157.44 |
| 340 | 126.327329 | 36.515002 | 2.082 | 9.67 | 5.52 | 135.01 |