Dataset statistics
Number of variables | 8 |
---|---|
Number of observations | 10000 |
Missing cells | 32184 |
Missing cells (%) | 40.2% |
Duplicate rows | 1 |
Duplicate rows (%) | < 0.1% |
Total size in memory | 771.5 KiB |
Average record size in memory | 79.0 B |
Variable types
Numeric | 7 |
---|---|
Unsupported | 1 |
Dataset
Description | 경기도_BMS GIS 정보(포인트) |
---|---|
Author | 경기도 |
URL | https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=1UM7K9NNFMBC6Q4RL5EU33124527&infSeq=1 |
Dataset has 1 (< 0.1%) duplicate rows | Duplicates |
노드아이디 is highly overall correlated with 링크아이디 and 1 other fields | High correlation |
위도 is highly overall correlated with 경도 and 1 other fields | High correlation |
경도 is highly overall correlated with 위도 and 1 other fields | High correlation |
링크아이디 is highly overall correlated with 노드아이디 and 1 other fields | High correlation |
권역코드 is highly overall correlated with 노드아이디 and 1 other fields | High correlation |
Y좌표 is highly overall correlated with 경도 | High correlation |
X좌표 is highly overall correlated with 위도 | High correlation |
노드아이디 has 4023 (40.2%) missing values | Missing |
정류장아이디 has 4023 (40.2%) missing values | Missing |
위도 has 4023 (40.2%) missing values | Missing |
경도 has 4023 (40.2%) missing values | Missing |
링크아이디 has 4023 (40.2%) missing values | Missing |
권역코드 has 4023 (40.2%) missing values | Missing |
Y좌표 has 4023 (40.2%) missing values | Missing |
X좌표 has 4023 (40.2%) missing values | Missing |
정류장아이디 is an unsupported type, check if it needs cleaning or further analysis | Unsupported |
Reproduction
Analysis started | 2023-12-10 22:51:24.899295 |
---|---|
Analysis finished | 2023-12-10 22:51:32.035113 |
Duration | 7.14 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
노드아이디
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 5977 |
---|---|
Distinct (%) | 100.0% |
Missing | 4023 |
Missing (%) | 40.2% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 8.759528 × 1015 |
Minimum | 1.0000005 × 109 |
---|---|
Maximum | 2.0230904 × 1017 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 1.0000005 × 109 |
---|---|
5-th percentile | 1.16001 × 109 |
Q1 | 2.1400025 × 109 |
median | 2.2900995 × 109 |
Q3 | 2.3600968 × 109 |
95-th percentile | 2.9700003 × 109 |
Maximum | 2.0230904 × 1017 |
Range | 2.0230904 × 1017 |
Interquartile range (IQR) | 2.200943 × 108 |
Descriptive statistics
Standard deviation | 4.1161312 × 1016 |
---|---|
Coefficient of variation (CV) | 4.6990331 |
Kurtosis | 18.138725 |
Mean | 8.759528 × 1015 |
Median Absolute Deviation (MAD) | 1.100348 × 108 |
Skewness | 4.4869417 |
Sum | -2.9845334 × 1018 |
Variance | 1.6942536 × 1033 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
2400011600 | 1 | < 0.1% |
2430058700 | 1 | < 0.1% |
2320012300 | 1 | < 0.1% |
2220135800 | 1 | < 0.1% |
2130016200 | 1 | < 0.1% |
2170055700 | 1 | < 0.1% |
2410037500 | 1 | < 0.1% |
1670011900 | 1 | < 0.1% |
2150025100 | 1 | < 0.1% |
2290050600 | 1 | < 0.1% |
Other values (5967) | 5967 | |
(Missing) | 4023 |
Value | Count | Frequency (%) |
1000000500 | 1 | |
1000001300 | 1 | |
1000001600 | 1 | |
1000005400 | 1 | |
1000007500 | 1 | |
1000009000 | 1 | |
1000009100 | 1 | |
1000009900 | 1 | |
1010001000 | 1 | |
1010001700 | 1 |
Value | Count | Frequency (%) |
202309042260000096 | 1 | |
202308312240000384 | 1 | |
202308162260000096 | 1 | |
202308142380001088 | 1 | |
202308142380000800 | 1 | |
202308142380000704 | 1 | |
202308142380000384 | 1 | |
202308092320000096 | 1 | |
202308032140000704 | 1 | |
202308032140000288 | 1 |
정류장아이디
Unsupported
MISSING
  REJECTED
  UNSUPPORTED
 
Missing | 4023 |
---|---|
Missing (%) | 40.2% |
Memory size | 156.2 KiB |
위도
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 5835 |
---|---|
Distinct (%) | 97.6% |
Missing | 4023 |
Missing (%) | 40.2% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 5833.49 |
Minimum | 3434.224 |
---|---|
Maximum | 12926.484 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 3434.224 |
---|---|
5-th percentile | 3701.0802 |
Q1 | 3719.989 |
median | 3733.516 |
Q3 | 3759.8128 |
95-th percentile | 12710.752 |
Maximum | 12926.484 |
Range | 9492.26 |
Interquartile range (IQR) | 39.8238 |
Descriptive statistics
Standard deviation | 3802.9191 |
---|---|
Coefficient of variation (CV) | 0.65191147 |
Kurtosis | -0.44617149 |
Mean | 5833.49 |
Median Absolute Deviation (MAD) | 16.882 |
Skewness | 1.246365 |
Sum | 34866770 |
Variance | 14462194 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
12706.582 | 4 | < 0.1% |
12706.492 | 3 | < 0.1% |
3723.933 | 3 | < 0.1% |
3753.94 | 3 | < 0.1% |
3731.21 | 3 | < 0.1% |
3730.907 | 2 | < 0.1% |
12653.057 | 2 | < 0.1% |
3756.525 | 2 | < 0.1% |
3700.108 | 2 | < 0.1% |
3739.941 | 2 | < 0.1% |
Other values (5825) | 5951 | |
(Missing) | 4023 |
Value | Count | Frequency (%) |
3434.224 | 1 | |
3444.769 | 1 | |
3450.487 | 1 | |
3456.175 | 1 | |
3458.972 | 1 | |
3502.186 | 1 | |
3502.27 | 1 | |
3503.508 | 1 | |
3503.736 | 1 | |
3503.737 | 1 |
Value | Count | Frequency (%) |
12926.484 | 1 | |
12901.93 | 1 | |
12859.134 | 1 | |
12842.288 | 1 | |
12740.924 | 1 | |
12740.505 | 1 | |
12740.473 | 2 | |
12739.559 | 1 | |
12739.256 | 1 | |
12738.936 | 1 |
경도
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 5626 |
---|---|
Distinct (%) | 94.1% |
Missing | 4023 |
Missing (%) | 40.2% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 10575.423 |
Minimum | 3643.538 |
---|---|
Maximum | 12926.531 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 3643.538 |
---|---|
5-th percentile | 3713.991 |
Q1 | 12637.451 |
median | 12654.782 |
Q3 | 12707.914 |
95-th percentile | 12733.005 |
Maximum | 12926.531 |
Range | 9282.993 |
Interquartile range (IQR) | 70.463 |
Descriptive statistics
Standard deviation | 3802.3667 |
---|---|
Coefficient of variation (CV) | 0.35954747 |
Kurtosis | -0.44629932 |
Mean | 10575.423 |
Median Absolute Deviation (MAD) | 52.251 |
Skewness | -1.2463515 |
Sum | 63209305 |
Variance | 14457992 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
12648.34 | 4 | < 0.1% |
12648.51 | 4 | < 0.1% |
12711.87 | 4 | < 0.1% |
12659.93 | 4 | < 0.1% |
12704.5 | 3 | < 0.1% |
12651.91 | 3 | < 0.1% |
12706.02 | 3 | < 0.1% |
3725.349 | 3 | < 0.1% |
12704.052 | 3 | < 0.1% |
12650.78 | 3 | < 0.1% |
Other values (5616) | 5943 | |
(Missing) | 4023 |
Value | Count | Frequency (%) |
3643.538 | 1 | |
3655.508 | 1 | |
3656.24 | 1 | |
3656.474 | 1 | |
3656.552 | 1 | |
3656.643 | 1 | |
3656.808 | 1 | |
3657.084 | 1 | |
3657.256 | 1 | |
3657.27 | 1 |
Value | Count | Frequency (%) |
12926.531 | 1 | |
12923.15 | 1 | |
12920.954 | 1 | |
12917.161 | 1 | |
12911.418 | 1 | |
12910.97 | 1 | |
12905.396 | 1 | |
12904.941 | 1 | |
12857.52 | 1 | |
12852.392 | 1 |
링크아이디
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 5516 |
---|---|
Distinct (%) | 92.3% |
Missing | 4023 |
Missing (%) | 40.2% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 2.1321681 × 109 |
Minimum | 1.0000007 × 109 |
---|---|
Maximum | 3.9300002 × 109 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 1.0000007 × 109 |
---|---|
5-th percentile | 1.1600112 × 109 |
Q1 | 2.1000334 × 109 |
median | 2.2402436 × 109 |
Q3 | 2.3303426 × 109 |
95-th percentile | 2.4000646 × 109 |
Maximum | 3.9300002 × 109 |
Range | 2.9299995 × 109 |
Interquartile range (IQR) | 2.303092 × 108 |
Descriptive statistics
Standard deviation | 3.7232093 × 108 |
---|---|
Coefficient of variation (CV) | 0.17462081 |
Kurtosis | 3.3827358 |
Mean | 2.1321681 × 109 |
Median Absolute Deviation (MAD) | 1.000408 × 108 |
Skewness | -1.3397857 |
Sum | 1.2743969 × 1013 |
Variance | 1.3862288 × 1017 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
2180113500 | 5 | 0.1% |
2370176100 | 5 | 0.1% |
2170144000 | 4 | < 0.1% |
2390046100 | 4 | < 0.1% |
2350177900 | 4 | < 0.1% |
2390003300 | 4 | < 0.1% |
1190006900 | 3 | < 0.1% |
2360119600 | 3 | < 0.1% |
1680020500 | 3 | < 0.1% |
2390026300 | 3 | < 0.1% |
Other values (5506) | 5939 | |
(Missing) | 4023 |
Value | Count | Frequency (%) |
1000000700 | 1 | |
1000001300 | 1 | |
1000001700 | 1 | |
1000002700 | 1 | |
1000010700 | 1 | |
1000014700 | 2 | |
1000016400 | 1 | |
1010001300 | 1 | |
1010001400 | 1 | |
1010001800 | 1 |
Value | Count | Frequency (%) |
3930000201 | 1 | |
3890000401 | 1 | |
3850000300 | 1 | |
3810001200 | 1 | |
3800006300 | 1 | |
3720003800 | 1 | |
3720000501 | 1 | |
3710058100 | 1 | |
3710056200 | 1 | |
3700000601 | 1 |
권역코드
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 139 |
---|---|
Distinct (%) | 2.3% |
Missing | 4023 |
Missing (%) | 40.2% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 215.07378 |
Minimum | 100 |
---|---|
Maximum | 417 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 100 |
---|---|
5-th percentile | 116 |
Q1 | 213 |
median | 228 |
Q3 | 235 |
95-th percentile | 243 |
Maximum | 417 |
Range | 317 |
Interquartile range (IQR) | 22 |
Descriptive statistics
Standard deviation | 38.186905 |
---|---|
Coefficient of variation (CV) | 0.17755258 |
Kurtosis | 3.4695765 |
Mean | 215.07378 |
Median Absolute Deviation (MAD) | 10 |
Skewness | -1.2719283 |
Sum | 1285496 |
Variance | 1458.2397 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
233 | 405 | 4.0% |
229 | 294 | 2.9% |
214 | 264 | 2.6% |
222 | 233 | 2.3% |
235 | 222 | 2.2% |
237 | 197 | 2.0% |
234 | 191 | 1.9% |
236 | 190 | 1.9% |
230 | 176 | 1.8% |
218 | 172 | 1.7% |
Other values (129) | 3633 | |
(Missing) | 4023 |
Value | Count | Frequency (%) |
100 | 8 | 0.1% |
101 | 12 | |
102 | 15 | |
103 | 6 | 0.1% |
104 | 14 | |
105 | 19 | |
106 | 26 | |
107 | 10 | 0.1% |
108 | 10 | 0.1% |
109 | 21 |
Value | Count | Frequency (%) |
417 | 1 | < 0.1% |
413 | 3 | |
398 | 1 | < 0.1% |
393 | 1 | < 0.1% |
385 | 1 | < 0.1% |
381 | 1 | < 0.1% |
372 | 3 | |
371 | 1 | < 0.1% |
370 | 1 | < 0.1% |
365 | 1 | < 0.1% |
Y좌표
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 5977 |
---|---|
Distinct (%) | 100.0% |
Missing | 4023 |
Missing (%) | 40.2% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 204776.27 |
Minimum | 144472.6 |
---|---|
Maximum | 418232.29 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 144472.6 |
---|---|
5-th percentile | 172010.03 |
Q1 | 186273.26 |
median | 202817.24 |
Q3 | 216484.21 |
95-th percentile | 249615.85 |
Maximum | 418232.29 |
Range | 273759.69 |
Interquartile range (IQR) | 30210.946 |
Descriptive statistics
Standard deviation | 26105.525 |
---|---|
Coefficient of variation (CV) | 0.12748316 |
Kurtosis | 8.4938555 |
Mean | 204776.27 |
Median Absolute Deviation (MAD) | 15287.615 |
Skewness | 1.8028836 |
Sum | 1.2239477 × 109 |
Variance | 6.8149846 × 108 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
243668.7397 | 1 | < 0.1% |
224129.013 | 1 | < 0.1% |
163145.332187 | 1 | < 0.1% |
211073.066 | 1 | < 0.1% |
187244.132973 | 1 | < 0.1% |
181631.034555 | 1 | < 0.1% |
184276.669 | 1 | < 0.1% |
177258.534633 | 1 | < 0.1% |
203514.745995 | 1 | < 0.1% |
181531.482 | 1 | < 0.1% |
Other values (5967) | 5967 | |
(Missing) | 4023 |
Value | Count | Frequency (%) |
144472.597 | 1 | |
144508.327 | 1 | |
145462.702 | 1 | |
146655.055 | 1 | |
148511.279 | 1 | |
148872.915 | 1 | |
150274.246 | 1 | |
151913.55 | 1 | |
152062.998 | 1 | |
153279.844 | 1 |
Value | Count | Frequency (%) |
418232.288 | 1 | |
418044.82655 | 1 | |
416310.862185 | 1 | |
411725.798 | 1 | |
407262.997 | 1 | |
396212.888 | 1 | |
394424.311738 | 1 | |
386952.901 | 1 | |
386375.963 | 1 | |
379184.975847 | 1 |
X좌표
Real number (ℝ)
HIGH CORRELATION
  MISSING
 
Distinct | 5977 |
---|---|
Distinct (%) | 100.0% |
Missing | 4023 |
Missing (%) | 40.2% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 439626.01 |
Minimum | 119199.18 |
---|---|
Maximum | 542769.44 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 119199.18 |
---|---|
5-th percentile | 391127.9 |
Q1 | 419568.4 |
median | 439874.23 |
Q3 | 461524.01 |
95-th percentile | 488547.49 |
Maximum | 542769.44 |
Range | 423570.26 |
Interquartile range (IQR) | 41955.607 |
Descriptive statistics
Standard deviation | 32663.521 |
---|---|
Coefficient of variation (CV) | 0.074298427 |
Kurtosis | 9.410715 |
Mean | 439626.01 |
Median Absolute Deviation (MAD) | 20953.147 |
Skewness | -1.3272225 |
Sum | 2.6276446 × 109 |
Variance | 1.0669056 × 109 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
442872.867807 | 1 | < 0.1% |
414173.615 | 1 | < 0.1% |
460853.52677 | 1 | < 0.1% |
460914.73 | 1 | < 0.1% |
442436.388964 | 1 | < 0.1% |
426445.979301 | 1 | < 0.1% |
466482.163 | 1 | < 0.1% |
451071.048707 | 1 | < 0.1% |
492376.429648 | 1 | < 0.1% |
474209.918 | 1 | < 0.1% |
Other values (5967) | 5967 | |
(Missing) | 4023 |
Value | Count | Frequency (%) |
119199.185 | 1 | |
138751.778 | 1 | |
149563.894088 | 1 | |
159938.322 | 1 | |
173793.604 | 1 | |
173798.054 | 1 | |
188556.02 | 1 | |
192688.094 | 1 | |
193613.98 | 1 | |
226079.292 | 1 |
Value | Count | Frequency (%) |
542769.445 | 1 | |
527446.855 | 1 | |
523342.956315 | 1 | |
522774.345 | 1 | |
522476.929 | 1 | |
522457.128 | 1 | |
520442.873 | 1 | |
519060.331509 | 1 | |
518344.974 | 1 | |
516695.397 | 1 |
노드아이디 | 위도 | 경도 | 링크아이디 | 권역코드 | Y좌표 | X좌표 | |
---|---|---|---|---|---|---|---|
노드아이디 | 1.000 | 0.130 | 0.130 | 0.097 | 0.094 | 0.108 | 0.050 |
위도 | 0.130 | 1.000 | 1.000 | 0.161 | 0.156 | 0.139 | 0.075 |
경도 | 0.130 | 1.000 | 1.000 | 0.163 | 0.158 | 0.141 | 0.079 |
링크아이디 | 0.097 | 0.161 | 0.163 | 1.000 | 0.969 | 0.794 | 0.851 |
권역코드 | 0.094 | 0.156 | 0.158 | 0.969 | 1.000 | 0.789 | 0.852 |
Y좌표 | 0.108 | 0.139 | 0.141 | 0.794 | 0.789 | 1.000 | 0.678 |
X좌표 | 0.050 | 0.075 | 0.079 | 0.851 | 0.852 | 0.678 | 1.000 |
노드아이디 | 위도 | 경도 | 링크아이디 | 권역코드 | Y좌표 | X좌표 | |
---|---|---|---|---|---|---|---|
노드아이디 | 1.000 | -0.008 | 0.216 | 0.790 | 0.927 | 0.311 | -0.003 |
위도 | -0.008 | 1.000 | -0.599 | 0.015 | 0.009 | -0.047 | 0.522 |
경도 | 0.216 | -0.599 | 1.000 | 0.286 | 0.223 | 0.615 | -0.004 |
링크아이디 | 0.790 | 0.015 | 0.286 | 1.000 | 0.836 | 0.424 | 0.026 |
권역코드 | 0.927 | 0.009 | 0.223 | 0.836 | 1.000 | 0.353 | -0.007 |
Y좌표 | 0.311 | -0.047 | 0.615 | 0.424 | 0.353 | 1.000 | -0.138 |
X좌표 | -0.003 | 0.522 | -0.004 | 0.026 | -0.007 | -0.138 | 1.000 |
노드아이디 | 정류장아이디 | 위도 | 경도 | 링크아이디 | 권역코드 | Y좌표 | X좌표 | |
---|---|---|---|---|---|---|---|---|
29323 | 2430075700 | 228001398 | 3719.764 | 12714.603 | 2280191000 | 243 | 221499.836 | 425292.624 |
62063 | 202210202280000704 | 228000902 | 3705.5868 | 12708.79 | 2280264700 | 228 | 212957.315053 | 399052.351454 |
21180 | 2310041100 | 231000437 | 3700.976 | 12726.309 | 2310098100 | 231 | 238951.628 | 390601.565 |
51680 | <NA> | NaN | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
9577 | 2220023400 | 222000268 | 3528.741 | 12713.241 | 2220074300 | 222 | 219955.36 | 452445.746 |
2795 | 1220016400 | 122000228 | 3729.6924 | 12703.21 | 1220035500 | 122 | 204664.442962 | 443633.055341 |
65717 | <NA> | NaN | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
63650 | 2400016500 | 240000166 | 3732.32 | 12740.427 | 2400172500 | 240 | 259483.852 | 448705.466 |
70095 | <NA> | NaN | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
53771 | <NA> | NaN | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
노드아이디 | 정류장아이디 | 위도 | 경도 | 링크아이디 | 권역코드 | Y좌표 | X좌표 | |
---|---|---|---|---|---|---|---|---|
2969 | 1230013800 | 123000215 | 12707.614 | 3728.342 | 1230056000 | 123 | 211159.520704 | 441142.224774 |
40338 | 2140142100 | 214001619 | 3700.562 | 12705.928 | 2140382900 | 214 | 208722.913 | 389750.294 |
36659 | 3640000100 | 364500010 | 3635.666 | 12905.396 | 3640023200 | 364 | 386952.901 | 345731.936 |
55580 | <NA> | NaN | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
59650 | 2500004100 | 500000202 | 3747.517 | 12731.841 | 2500001700 | 250 | 246678.012 | 476736.535 |
9451 | 2090019300 | 209000229 | 12656.559 | 3723.933 | 2090005800 | 209 | 194854.77927 | 432979.93008 |
10591 | 2290005400 | 229000050 | 3754.388 | 12643.872 | 2290082300 | 229 | 176295.69 | 489352.166 |
42376 | 2160001500 | 216000015 | 12652.294 | 3717.403 | 2160106800 | 216 | 188545.078499 | 420907.715735 |
29115 | 2240093900 | 224000984 | 3726.896 | 12647.344 | 2240117300 | 224 | 181267.82 | 438481.482 |
60708 | <NA> | NaN | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> |
Most frequently occurring
노드아이디 | 위도 | 경도 | 링크아이디 | 권역코드 | Y좌표 | X좌표 | # duplicates | |
---|---|---|---|---|---|---|---|---|
0 | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | <NA> | 4023 |