Dataset statistics
Number of variables | 9 |
---|---|
Number of observations | 10000 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 849.6 KiB |
Average record size in memory | 87.0 B |
Variable types
Categorical | 3 |
---|---|
Numeric | 5 |
Boolean | 1 |
Dataset
Description | 제로셔틀 차량제어정보 조회 |
---|---|
Author | 차세대융합기술연구원 |
URL | https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=05X2SPLFUER2GM7D4EUI31948294&infSeq=1 |
멈춤여부 has constant value "" | Constant |
기어수 has constant value "" | Constant |
수집일시 is highly overall correlated with 순번 and 2 other fields | High correlation |
수집순번 is highly overall correlated with 순번 and 2 other fields | High correlation |
순번 is highly overall correlated with 초수 and 2 other fields | High correlation |
초수 is highly overall correlated with 순번 and 2 other fields | High correlation |
휠각도등급값 is highly skewed (γ1 = 39.89003052) | Skewed |
순번 has unique values | Unique |
속도 has 3656 (36.6%) zeros | Zeros |
휠각도등급값 has 965 (9.7%) zeros | Zeros |
Reproduction
Analysis started | 2024-03-23 02:09:26.805537 |
---|---|
Analysis finished | 2024-03-23 02:09:37.099729 |
Duration | 10.29 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
수집일시
Categorical
HIGH CORRELATION
 
Distinct | 5 |
---|---|
Distinct (%) | 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
2021-11-11-14-23-40 | |
---|---|
2021-11-11-14-31-15 | |
2021-11-11-14-38-54 | |
2021-11-11-14-16-08 | |
2021-11-11-14-46-33 |
Length
Max length | 19 |
---|---|
Median length | 19 |
Mean length | 19 |
Min length | 19 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 2021-11-11-14-16-08 |
---|---|
2nd row | 2021-11-11-14-23-40 |
3rd row | 2021-11-11-14-23-40 |
4th row | 2021-11-11-14-23-40 |
5th row | 2021-11-11-14-38-54 |
Common Values
Value | Count | Frequency (%) |
2021-11-11-14-23-40 | 2342 | |
2021-11-11-14-31-15 | 2280 | |
2021-11-11-14-38-54 | 2275 | |
2021-11-11-14-16-08 | 2180 | |
2021-11-11-14-46-33 | 923 | 9.2% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
2021-11-11-14-23-40 | 2342 | |
2021-11-11-14-31-15 | 2280 | |
2021-11-11-14-38-54 | 2275 | |
2021-11-11-14-16-08 | 2180 | |
2021-11-11-14-46-33 | 923 | 9.2% |
수집순번
Categorical
HIGH CORRELATION
 
Distinct | 5 |
---|---|
Distinct (%) | 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
1 | |
---|---|
2 | |
3 | |
0 | |
4 |
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 | 1 |
3rd row | 1 |
4th row | 1 |
5th row | 3 |
Common Values
Value | Count | Frequency (%) |
1 | 2342 | |
2 | 2280 | |
3 | 2275 | |
0 | 2180 | |
4 | 923 | 9.2% |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
1 | 2342 | |
2 | 2280 | |
3 | 2275 | |
0 | 2180 | |
4 | 923 | 9.2% |
순번
Real number (ℝ)
HIGH CORRELATION
  UNIQUE
 
Distinct | 10000 |
---|---|
Distinct (%) | 100.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 51316.523 |
Minimum | 785 |
---|---|
Maximum | 104471 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 785 |
---|---|
5-th percentile | 6013.7 |
Q1 | 26234.5 |
median | 51218.5 |
Q3 | 76320.75 |
95-th percentile | 97020.5 |
Maximum | 104471 |
Range | 103686 |
Interquartile range (IQR) | 50086.25 |
Descriptive statistics
Standard deviation | 29113.347 |
---|---|
Coefficient of variation (CV) | 0.5673289 |
Kurtosis | -1.1664418 |
Mean | 51316.523 |
Median Absolute Deviation (MAD) | 25019.5 |
Skewness | 0.029754335 |
Sum | 5.1316523 × 108 |
Variance | 8.4758695 × 108 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
15620 | 1 | < 0.1% |
16909 | 1 | < 0.1% |
80432 | 1 | < 0.1% |
34424 | 1 | < 0.1% |
24013 | 1 | < 0.1% |
74775 | 1 | < 0.1% |
57824 | 1 | < 0.1% |
77807 | 1 | < 0.1% |
25961 | 1 | < 0.1% |
70634 | 1 | < 0.1% |
Other values (9990) | 9990 |
Value | Count | Frequency (%) |
785 | 1 | |
788 | 1 | |
792 | 1 | |
804 | 1 | |
833 | 1 | |
841 | 1 | |
845 | 1 | |
872 | 1 | |
889 | 1 | |
932 | 1 |
Value | Count | Frequency (%) |
104471 | 1 | |
104463 | 1 | |
104444 | 1 | |
104425 | 1 | |
104401 | 1 | |
104386 | 1 | |
104380 | 1 | |
104376 | 1 | |
104374 | 1 | |
104370 | 1 |
초수
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 2012 |
---|---|
Distinct (%) | 20.1% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 1.6366088 × 109 |
Minimum | 1.6366078 × 109 |
---|---|
Maximum | 1.6366098 × 109 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 1.6366078 × 109 |
---|---|
5-th percentile | 1.6366079 × 109 |
Q1 | 1.6366083 × 109 |
median | 1.6366088 × 109 |
Q3 | 1.6366093 × 109 |
95-th percentile | 1.6366097 × 109 |
Maximum | 1.6366098 × 109 |
Range | 2074 |
Interquartile range (IQR) | 1002 |
Descriptive statistics
Standard deviation | 582.27557 |
---|---|
Coefficient of variation (CV) | 3.5578177 × 10-7 |
Kurtosis | -1.1664438 |
Mean | 1.6366088 × 109 |
Median Absolute Deviation (MAD) | 500 |
Skewness | 0.029734256 |
Sum | 1.6366088 × 1013 |
Variance | 339044.84 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
1636609580 | 13 | 0.1% |
1636608551 | 12 | 0.1% |
1636607786 | 12 | 0.1% |
1636609365 | 12 | 0.1% |
1636609144 | 12 | 0.1% |
1636609594 | 12 | 0.1% |
1636608604 | 11 | 0.1% |
1636607916 | 11 | 0.1% |
1636609783 | 11 | 0.1% |
1636609072 | 11 | 0.1% |
Other values (2002) | 9883 |
Value | Count | Frequency (%) |
1636607768 | 3 | < 0.1% |
1636607769 | 4 | |
1636607770 | 2 | < 0.1% |
1636607771 | 2 | < 0.1% |
1636607772 | 2 | < 0.1% |
1636607773 | 5 | |
1636607774 | 4 | |
1636607775 | 8 | |
1636607776 | 7 | |
1636607777 | 7 |
Value | Count | Frequency (%) |
1636609842 | 2 | < 0.1% |
1636609841 | 3 | |
1636609840 | 7 | |
1636609839 | 2 | < 0.1% |
1636609838 | 1 | < 0.1% |
1636609832 | 3 | |
1636609831 | 4 | |
1636609830 | 6 | |
1636609829 | 5 | |
1636609828 | 6 |
나노초수
Real number (ℝ)
Distinct | 9998 |
---|---|
Distinct (%) | > 99.9% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 5.0116434 × 108 |
Minimum | 5181 |
---|---|
Maximum | 9.9975126 × 108 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 5181 |
---|---|
5-th percentile | 55167227 |
Q1 | 2.5311078 × 108 |
median | 4.9479623 × 108 |
Q3 | 7.5521924 × 108 |
95-th percentile | 9.5426928 × 108 |
Maximum | 9.9975126 × 108 |
Range | 9.9974608 × 108 |
Interquartile range (IQR) | 5.0210845 × 108 |
Descriptive statistics
Standard deviation | 2.9003194 × 108 |
---|---|
Coefficient of variation (CV) | 0.57871623 |
Kurtosis | -1.2248297 |
Mean | 5.0116434 × 108 |
Median Absolute Deviation (MAD) | 2.5877911 × 108 |
Skewness | 0.029625785 |
Sum | 5.0116434 × 1012 |
Variance | 8.4118527 × 1016 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
593378580 | 2 | < 0.1% |
173548062 | 2 | < 0.1% |
493812748 | 1 | < 0.1% |
275452897 | 1 | < 0.1% |
756614027 | 1 | < 0.1% |
573912945 | 1 | < 0.1% |
352707409 | 1 | < 0.1% |
614789341 | 1 | < 0.1% |
597177870 | 1 | < 0.1% |
256062884 | 1 | < 0.1% |
Other values (9988) | 9988 |
Value | Count | Frequency (%) |
5181 | 1 | |
535001 | 1 | |
12158701 | 1 | |
12242561 | 1 | |
12335632 | 1 | |
12359170 | 1 | |
12389367 | 1 | |
12416021 | 1 | |
12435427 | 1 | |
12440646 | 1 |
Value | Count | Frequency (%) |
999751262 | 1 | |
999697545 | 1 | |
999396898 | 1 | |
999394304 | 1 | |
999141591 | 1 | |
998669639 | 1 | |
998658376 | 1 | |
998428536 | 1 | |
998209285 | 1 | |
998195423 | 1 |
멈춤여부
Boolean
CONSTANT
 
Distinct | 1 |
---|---|
Distinct (%) | < 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 87.9 KiB |
False |
---|
Value | Count | Frequency (%) |
False | 10000 |
기어수
Categorical
CONSTANT
 
Distinct | 1 |
---|---|
Distinct (%) | < 0.1% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 156.2 KiB |
3 |
---|
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 | 10000 |
Length
Common Values (Plot)
Value | Count | Frequency (%) |
3 | 10000 |
속도
Real number (ℝ)
ZEROS
 
Distinct | 2581 |
---|---|
Distinct (%) | 25.8% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 11.872947 |
Minimum | 0 |
---|---|
Maximum | 24.379999 |
Zeros | 3656 |
Zeros (%) | 36.6% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | 0 |
---|---|
5-th percentile | 0 |
Q1 | 0 |
median | 15.790001 |
Q3 | 21.780001 |
95-th percentile | 23.081976 |
Maximum | 24.379999 |
Range | 24.379999 |
Interquartile range (IQR) | 21.780001 |
Descriptive statistics
Standard deviation | 10.005557 |
---|---|
Coefficient of variation (CV) | 0.84271897 |
Kurtosis | -1.7860757 |
Mean | 11.872947 |
Median Absolute Deviation (MAD) | 7.0299988 |
Skewness | -0.19575059 |
Sum | 118729.47 |
Variance | 100.11118 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.0 | 3656 | |
11.656207084655762 | 91 | 0.9% |
12.84206771850586 | 73 | 0.7% |
3.837639331817627 | 58 | 0.6% |
11.989962577819824 | 52 | 0.5% |
3.1158223152160645 | 48 | 0.5% |
0.1728082299232483 | 47 | 0.5% |
22.799999237060547 | 43 | 0.4% |
5.532433986663818 | 43 | 0.4% |
22.81999969482422 | 43 | 0.4% |
Other values (2571) | 5846 |
Value | Count | Frequency (%) |
0.0 | 3656 | |
0.0099999997764825 | 1 | < 0.1% |
0.0199999995529651 | 1 | < 0.1% |
0.0299999974668025 | 1 | < 0.1% |
0.0399999991059303 | 1 | < 0.1% |
0.0575678087770938 | 1 | < 0.1% |
0.081618383526802 | 1 | < 0.1% |
0.1151875331997871 | 1 | < 0.1% |
0.1264612674713134 | 1 | < 0.1% |
0.1264796704053878 | 1 | < 0.1% |
Value | Count | Frequency (%) |
24.3799991607666 | 1 | < 0.1% |
24.3715934753418 | 1 | < 0.1% |
24.3700008392334 | 1 | < 0.1% |
24.36000061035156 | 6 | |
24.350000381469727 | 4 | |
24.32999992370605 | 2 | < 0.1% |
24.26000022888184 | 5 | |
24.25 | 5 | |
24.239999771118164 | 5 | |
24.229999542236328 | 6 |
휠각도등급값
Real number (ℝ)
SKEWED
  ZEROS
 
Distinct | 817 |
---|---|
Distinct (%) | 8.2% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 0.41896319 |
Minimum | -4.8319507 |
---|---|
Maximum | 177.69756 |
Zeros | 965 |
Zeros (%) | 9.7% |
Negative | 3593 |
Negative (%) | 35.9% |
Memory size | 166.0 KiB |
Quantile statistics
Minimum | -4.8319507 |
---|---|
5-th percentile | -0.63449854 |
Q1 | -0.01084613 |
median | 0.0054230648 |
Q3 | 0.31996077 |
95-th percentile | 1.7516499 |
Maximum | 177.69756 |
Range | 182.52951 |
Interquartile range (IQR) | 0.3308069 |
Descriptive statistics
Standard deviation | 3.8305146 |
---|---|
Coefficient of variation (CV) | 9.1428429 |
Kurtosis | 1833.8815 |
Mean | 0.41896319 |
Median Absolute Deviation (MAD) | 0.070499841 |
Skewness | 39.890031 |
Sum | 4189.6319 |
Variance | 14.672842 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
0.0054230648092925 | 1158 | 11.6% |
0.0 | 965 | 9.7% |
0.0162691939622163 | 688 | 6.9% |
-0.0108461296185851 | 675 | 6.8% |
-0.0054230648092925 | 502 | 5.0% |
-0.0162691939622163 | 376 | 3.8% |
-0.0271153226494789 | 199 | 2.0% |
0.0271153226494789 | 99 | 1.0% |
-0.0488075837492942 | 83 | 0.8% |
0.5965370535850525 | 55 | 0.5% |
Other values (807) | 5200 |
Value | Count | Frequency (%) |
-4.831950664520264 | 4 | |
-4.821104526519775 | 2 | |
-4.674681663513184 | 1 | < 0.1% |
-4.457758903503418 | 1 | < 0.1% |
-4.349297523498535 | 1 | < 0.1% |
-4.154067516326904 | 1 | < 0.1% |
-3.237569808959961 | 2 | |
-3.205031156539917 | 1 | < 0.1% |
-3.134531259536743 | 1 | < 0.1% |
-3.0694541931152344 | 2 |
Value | Count | Frequency (%) |
177.6975555419922 | 4 | |
13.693238258361816 | 1 | < 0.1% |
13.687814712524414 | 1 | < 0.1% |
13.622737884521484 | 1 | < 0.1% |
13.259391784667969 | 1 | < 0.1% |
13.112970352172852 | 1 | < 0.1% |
13.058738708496094 | 1 | < 0.1% |
12.109703063964844 | 1 | < 0.1% |
11.654165267944336 | 1 | < 0.1% |
11.155244827270508 | 1 | < 0.1% |
수집일시 | 수집순번 | 순번 | 초수 | 나노초수 | 속도 | 휠각도등급값 | |
---|---|---|---|---|---|---|---|
수집일시 | 1.000 | 1.000 | 0.995 | 0.995 | 0.000 | 0.481 | 0.052 |
수집순번 | 1.000 | 1.000 | 0.995 | 0.995 | 0.000 | 0.481 | 0.052 |
순번 | 0.995 | 0.995 | 1.000 | 1.000 | 0.000 | 0.600 | 0.077 |
초수 | 0.995 | 0.995 | 1.000 | 1.000 | 0.000 | 0.601 | 0.077 |
나노초수 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.009 | 0.031 |
속도 | 0.481 | 0.481 | 0.600 | 0.601 | 0.009 | 1.000 | 0.105 |
휠각도등급값 | 0.052 | 0.052 | 0.077 | 0.077 | 0.031 | 0.105 | 1.000 |
수집일시 | 수집순번 | |
---|---|---|
수집일시 | 1.000 | 1.000 |
수집순번 | 1.000 | 1.000 |
순번 | 초수 | 나노초수 | 속도 | 휠각도등급값 | 수집일시 | 수집순번 | |
---|---|---|---|---|---|---|---|
순번 | 1.000 | 1.000 | 0.005 | -0.031 | 0.101 | 0.896 | 0.896 |
초수 | 1.000 | 1.000 | 0.004 | -0.031 | 0.101 | 0.895 | 0.895 |
나노초수 | 0.005 | 0.004 | 1.000 | -0.006 | 0.012 | 0.000 | 0.000 |
속도 | -0.031 | -0.031 | -0.006 | 1.000 | 0.134 | 0.220 | 0.220 |
휠각도등급값 | 0.101 | 0.101 | 0.012 | 0.134 | 1.000 | 0.039 | 0.039 |
수집일시 | 0.896 | 0.895 | 0.000 | 0.220 | 0.039 | 1.000 | 1.000 |
수집순번 | 0.896 | 0.895 | 0.000 | 0.220 | 0.039 | 1.000 | 1.000 |
수집일시 | 수집순번 | 순번 | 초수 | 나노초수 | 멈춤여부 | 기어수 | 속도 | 휠각도등급값 | |
---|---|---|---|---|---|---|---|---|---|
23796 | 2021-11-11-14-16-08 | 0 | 15620 | 1636608065 | 493812748 | N | 3 | 0.0 | -0.016269 |
24773 | 2021-11-11-14-23-40 | 1 | 28084 | 1636608314 | 772228539 | N | 3 | 18.76 | -0.016269 |
35360 | 2021-11-11-14-23-40 | 1 | 38261 | 1636608518 | 335367870 | N | 3 | 21.08 | 0.401307 |
41950 | 2021-11-11-14-23-40 | 1 | 45801 | 1636608669 | 136844752 | N | 3 | 18.719999 | 0.113884 |
72664 | 2021-11-11-14-38-54 | 3 | 75027 | 1636609253 | 655185193 | N | 3 | 12.842068 | 0.764652 |
91087 | 2021-11-11-14-46-33 | 4 | 95764 | 1636609668 | 395585170 | N | 3 | 22.780001 | 0.824306 |
22393 | 2021-11-11-14-16-08 | 0 | 20657 | 1636608166 | 234854957 | N | 3 | 23.68 | 0.048808 |
770 | 2021-11-11-14-16-08 | 0 | 1482 | 1636607782 | 732771992 | N | 3 | 0.0 | 0.0 |
20901 | 2021-11-11-14-16-08 | 0 | 21596 | 1636608185 | 16380364 | N | 3 | 22.76 | 0.2115 |
44295 | 2021-11-11-14-23-40 | 1 | 42853 | 1636608610 | 174344931 | N | 3 | 0.0 | 0.0 |
수집일시 | 수집순번 | 순번 | 초수 | 나노초수 | 멈춤여부 | 기어수 | 속도 | 휠각도등급값 | |
---|---|---|---|---|---|---|---|---|---|
57357 | 2021-11-11-14-31-15 | 2 | 59678 | 1636608946 | 677516720 | N | 3 | 0.0 | -0.103038 |
28805 | 2021-11-11-14-23-40 | 1 | 30526 | 1636608363 | 613827842 | N | 3 | 0.0 | 0.005423 |
80749 | 2021-11-11-14-38-54 | 3 | 87254 | 1636609498 | 195254637 | N | 3 | 12.998593 | 1.561843 |
89783 | 2021-11-11-14-46-33 | 4 | 92147 | 1636609596 | 60306678 | N | 3 | 20.047953 | 0.732114 |
49029 | 2021-11-11-14-31-15 | 2 | 55154 | 1636608856 | 195975101 | N | 3 | 23.241632 | -0.005423 |
9157 | 2021-11-11-14-16-08 | 0 | 12872 | 1636608010 | 534835221 | N | 3 | 0.0 | 0.0 |
63838 | 2021-11-11-14-38-54 | 3 | 69845 | 1636609150 | 14115547 | N | 3 | 0.0 | 0.0 |
20468 | 2021-11-11-14-16-08 | 0 | 14827 | 1636608049 | 633449381 | N | 3 | 0.0 | 0.0 |
78775 | 2021-11-11-14-38-54 | 3 | 72679 | 1636609206 | 694158263 | N | 3 | 0.0 | 0.005423 |
90632 | 2021-11-11-14-46-33 | 4 | 94703 | 1636609647 | 177425352 | N | 3 | 20.506771 | 0.634499 |