gimi9 Pandas Profiling

Dataset statistics

Number of variables	20
Number of observations	100
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	17.2 KiB
Average record size in memory	176.3 B

Variable types

Numeric	12
Categorical	8

Dataset

Description	샘플 데이터
Author	노바코스
URL	https://www.bigdata-environment.kr/user/data_market/detail.do?id=4cbc2420-2d30-11ea-97d7-d3e9882b718e

Alerts

`도로종류` has constant value ""	Constant
`측정일` has constant value ""	Constant
`측정시간` has constant value ""	Constant
`주소` is highly overall correlated with `기본키` and 6 other fields	High correlation
`지점` is highly overall correlated with `기본키` and 6 other fields	High correlation
`기본키` is highly overall correlated with `경도(°)` and 3 other fields	High correlation
`장비이정(km)` is highly overall correlated with `지점` and 2 other fields	High correlation
`차량통과수(대)` is highly overall correlated with `위도(°)` and 6 other fields	High correlation
`평균 속도(km)` is highly overall correlated with `CO(g/km)` and 4 other fields	High correlation
`위도(°)` is highly overall correlated with `차량통과수(대)` and 4 other fields	High correlation
`경도(°)` is highly overall correlated with `기본키` and 8 other fields	High correlation
`기울기(°)` is highly overall correlated with `지점` and 2 other fields	High correlation
`CO(g/km)` is highly overall correlated with `차량통과수(대)` and 6 other fields	High correlation
`NOX(g/km)` is highly overall correlated with `차량통과수(대)` and 6 other fields	High correlation
`HC(g/km)` is highly overall correlated with `차량통과수(대)` and 5 other fields	High correlation
`PM(g/km)` is highly overall correlated with `차량통과수(대)` and 5 other fields	High correlation
`CO2(g/km)` is highly overall correlated with `차량통과수(대)` and 6 other fields	High correlation
`방향` is highly overall correlated with `측정구간`	High correlation
`측정구간` is highly overall correlated with `기본키` and 7 other fields	High correlation
`기본키` has unique values	Unique
`차량통과수(대)` has unique values	Unique
`CO(g/km)` has unique values	Unique
`NOX(g/km)` has unique values	Unique
`HC(g/km)` has unique values	Unique
`PM(g/km)` has unique values	Unique
`CO2(g/km)` has unique values	Unique
`기울기(°)` has 7 (7.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 13:00:07.921414
Analysis finished	2023-12-10 13:00:27.823118
Duration	19.9 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기본키
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.5

Minimum	1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1
5-th percentile	5.95
Q1	25.75
median	50.5
Q3	75.25
95-th percentile	95.05
Maximum	100
Range	99
Interquartile range (IQR)	49.5

Descriptive statistics

Standard deviation	29.011492
Coefficient of variation (CV)	0.57448499
Kurtosis	-1.2
Mean	50.5
Median Absolute Deviation (MAD)	25
Skewness	0
Sum	5050
Variance	841.66667
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	1.0%
65	1	1.0%
75	1	1.0%
74	1	1.0%
73	1	1.0%
72	1	1.0%
71	1	1.0%
70	1	1.0%
69	1	1.0%
68	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	1.0%
2	1	1.0%
3	1	1.0%
4	1	1.0%
5	1	1.0%
6	1	1.0%
7	1	1.0%
8	1	1.0%
9	1	1.0%
10	1	1.0%

Value	Count	Frequency (%)
100	1	1.0%
99	1	1.0%
98	1	1.0%
97	1	1.0%
96	1	1.0%
95	1	1.0%
94	1	1.0%
93	1	1.0%
92	1	1.0%
91	1	1.0%

도로종류
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

도로공사	100

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	도로공사
2nd row	도로공사
3rd row	도로공사
4th row	도로공사
5th row	도로공사

Common Values

Value	Count	Frequency (%)
도로공사	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
도로공사	100	100.0%

지점
Categorical

HIGH CORRELATION

Distinct	22
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

A-0100-0698S-8	8
A-0251-0721E-7	7
A-5510-0116E-6	6
A-0010-0083E-6	6
A-0120-0062E-6	6
Other values (17)	67

Length

Max length	14
Median length	14
Mean length	14
Min length	14

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A-5510-0116E-6
2nd row	A-5510-0116E-6
3rd row	A-5510-0116E-6
4th row	A-5510-0116E-6
5th row	A-5510-0116E-6

Common Values

Value	Count	Frequency (%)
A-0100-0698S-8	8	8.0%
A-0251-0721E-7	7	7.0%
A-5510-0116E-6	6	6.0%
A-0010-0083E-6	6	6.0%
A-0120-0062E-6	6	6.0%
A-0121-0066S-4	4	4.0%
A-6000-0265E-4	4	4.0%
A-0100-0407S-4	4	4.0%
A-0160-0058E-4	4	4.0%
A-0450-0480S-4	4	4.0%
Other values (12)	47	47.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a-0100-0698s-8	8	8.0%
a-0251-0721e-7	7	7.0%
a-5510-0116e-6	6	6.0%
a-0010-0083e-6	6	6.0%
a-0120-0062e-6	6	6.0%
a-0150-0290s-4	4	4.0%
a-0140-0273s-4	4	4.0%
a-0251-0652s-4	4	4.0%
a-0140-0388e-4	4	4.0%
a-0251-1042e-4	4	4.0%
Other values (12)	47	47.0%

방향
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	2.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

S	51
E	49

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	S
2nd row	S
3rd row	S
4th row	E
5th row	E

Common Values

Value	Count	Frequency (%)
S	51	51.0%
E	49	49.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
s	51	51.0%
e	49	49.0%

차선
Categorical

Distinct	4
Distinct (%)	4.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

1	44
2	43
3	10
4	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	1
3rd row	2
4th row	1
5th row	2

Common Values

Value	Count	Frequency (%)
1	44	44.0%
2	43	43.0%
3	10	10.0%
4	3	3.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	44	44.0%
2	43	43.0%
3	10	10.0%
4	3	3.0%

측정구간
Categorical

HIGH CORRELATION

Distinct	44
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

문흥JC-동광주TG	4
진주IC-진주JC	4
진주JC-진주IC	4
담양JC-고서JC	3
양산JC-노포JC	3
Other values (39)	82

Length

Max length	12
Median length	9
Mean length	9.5
Min length	9

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

1st row	물금IC-대동JC
2nd row	물금IC-대동JC
3rd row	물금IC-대동JC
4th row	대동JC-물금IC
5th row	대동JC-물금IC

Common Values

Value	Count	Frequency (%)
문흥JC-동광주TG	4	4.0%
진주IC-진주JC	4	4.0%
진주JC-진주IC	4	4.0%
담양JC-고서JC	3	3.0%
양산JC-노포JC	3	3.0%
물금IC-대동JC	3	3.0%
노포JC-양산JC	3	3.0%
고서JC-담양JC	3	3.0%
대동JC-물금IC	3	3.0%
동광주TG-문흥JC	3	3.0%
Other values (34)	67	67.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
문흥jc-동광주tg	4	4.0%
진주jc-진주ic	4	4.0%
진주ic-진주jc	4	4.0%
노포jc-양산jc	3	3.0%
동광주tg-문흥jc	3	3.0%
고서jc-담양jc	3	3.0%
대동jc-물금ic	3	3.0%
물금ic-대동jc	3	3.0%
양산jc-노포jc	3	3.0%
담양jc-고서jc	3	3.0%
Other values (34)	67	67.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	31.6756

Minimum	2.7
Maximum	104.15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	2.7
5-th percentile	4.4
Q1	7.8675
median	26.69
Q3	48
95-th percentile	72.1
Maximum	104.15
Range	101.45
Interquartile range (IQR)	40.1325

Descriptive statistics

Standard deviation	28.150571
Coefficient of variation (CV)	0.88871468
Kurtosis	-0.22175483
Mean	31.6756
Median Absolute Deviation (MAD)	20.12
Skewness	0.89674988
Sum	3167.56
Variance	792.45462
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
69.8	8	8.0%
72.1	7	7.0%
11.6	6	6.0%
8.3	6	6.0%
6.15	6	6.0%
27.3	4	4.0%
65.2	4	4.0%
38.8	4	4.0%
104.15	4	4.0%
44.75	4	4.0%
Other values (12)	47	47.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.7	4	4.0%
4.4	3	3.0%
5.8	4	4.0%
6.15	6	6.0%
6.23	4	4.0%
6.57	4	4.0%
8.3	6	6.0%
9.64	4	4.0%
11.6	6	6.0%
13.0	4	4.0%

Value	Count	Frequency (%)
104.15	4	4.0%
72.1	7	7.0%
69.8	8	8.0%
65.2	4	4.0%
48.0	4	4.0%
44.75	4	4.0%
40.7	4	4.0%
38.8	4	4.0%
28.91	4	4.0%
27.3	4	4.0%

측정일
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

20200401	100

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20200401
2nd row	20200401
3rd row	20200401
4th row	20200401
5th row	20200401

Common Values

Value	Count	Frequency (%)
20200401	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20200401	100	100.0%

측정시간
Categorical

CONSTANT

Distinct	1
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

0	100

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	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	100	100.0%

차량통과수(대)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6110.72

Minimum	143
Maximum	16882
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	143
5-th percentile	744.35
Q1	3489.75
median	6107.5
Q3	7875.5
95-th percentile	12435
Maximum	16882
Range	16739
Interquartile range (IQR)	4385.75

Descriptive statistics

Standard deviation	3556.1843
Coefficient of variation (CV)	0.58195831
Kurtosis	0.71117442
Mean	6110.72
Median Absolute Deviation (MAD)	2191
Skewness	0.62265441
Sum	611072
Variance	12646447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
13195	1	1.0%
1414	1	1.0%
6889	1	1.0%
6018	1	1.0%
6360	1	1.0%
6408	1	1.0%
6094	1	1.0%
3320	1	1.0%
1854	1	1.0%
3261	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
143	1	1.0%
163	1	1.0%
293	1	1.0%
320	1	1.0%
428	1	1.0%
761	1	1.0%
870	1	1.0%
880	1	1.0%
1414	1	1.0%
1712	1	1.0%

Value	Count	Frequency (%)
16882	1	1.0%
16027	1	1.0%
15971	1	1.0%
14052	1	1.0%
13195	1	1.0%
12395	1	1.0%
12180	1	1.0%
11170	1	1.0%
10540	1	1.0%
10245	1	1.0%

평균 속도(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	95
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94.1594

Minimum	72.34
Maximum	122.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	72.34
5-th percentile	79.5635
Q1	84.5525
median	90.665
Q3	103.365
95-th percentile	116.2955
Maximum	122.32
Range	49.98
Interquartile range (IQR)	18.8125

Descriptive statistics

Standard deviation	12.285126
Coefficient of variation (CV)	0.13047159
Kurtosis	-0.79282947
Mean	94.1594
Median Absolute Deviation (MAD)	8.27
Skewness	0.46725388
Sum	9415.94
Variance	150.92433
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87.36	2	2.0%
79.63	2	2.0%
82.72	2	2.0%
105.86	2	2.0%
86.2	2	2.0%
115.89	1	1.0%
89.8	1	1.0%
91.18	1	1.0%
107.33	1	1.0%
89.15	1	1.0%
Other values (85)	85	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
72.34	1	1.0%
74.16	1	1.0%
74.39	1	1.0%
74.76	1	1.0%
78.3	1	1.0%
79.63	2	2.0%
79.68	1	1.0%
80.5	1	1.0%
80.65	1	1.0%
81.08	1	1.0%

Value	Count	Frequency (%)
122.32	1	1.0%
118.3	1	1.0%
117.4	1	1.0%
117.05	1	1.0%
116.4	1	1.0%
116.29	1	1.0%
115.89	1	1.0%
115.84	1	1.0%
115.39	1	1.0%
114.93	1	1.0%

위도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	21
Distinct (%)	21.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.267575

Minimum	34.959722
Maximum	35.835556
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	34.959722
5-th percentile	34.978889
Q1	35.056389
median	35.247222
Q3	35.306944
95-th percentile	35.771111
Maximum	35.835556
Range	0.87583334
Interquartile range (IQR)	0.25055555

Descriptive statistics

Standard deviation	0.22777727
Coefficient of variation (CV)	0.0064585465
Kurtosis	0.52524235
Mean	35.267575
Median Absolute Deviation (MAD)	0.08138889
Skewness	0.93333801
Sum	3526.7575
Variance	0.051882485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
35.02027778	8	8.0%
35.26972222	8	8.0%
35.19972222	7	7.0%
35.29388889	6	6.0%
35.30694444	6	6.0%
35.23666667	6	6.0%
35.32861111	4	4.0%
35.22361111	4	4.0%
35.24722222	4	4.0%
35.37083333	4	4.0%
Other values (11)	43	43.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.95972222	4	4.0%
34.97888889	3	3.0%
35.00805556	4	4.0%
35.01694444	4	4.0%
35.02027778	8	8.0%
35.05638889	4	4.0%
35.19972222	7	7.0%
35.22361111	4	4.0%
35.23666667	6	6.0%
35.23777778	4	4.0%

Value	Count	Frequency (%)
35.83555556	4	4.0%
35.77111111	4	4.0%
35.63805556	4	4.0%
35.56055556	4	4.0%
35.37083333	4	4.0%
35.32861111	4	4.0%
35.30694444	6	6.0%
35.29388889	6	6.0%
35.26972222	8	8.0%
35.265	4	4.0%

경도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.73953

Minimum	126.41639
Maximum	130.08667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	126.41639
5-th percentile	126.45639
Q1	126.96139
median	127.34583
Q3	128.44472
95-th percentile	129.51306
Maximum	130.08667
Range	3.6702778
Interquartile range (IQR)	1.4833333

Descriptive statistics

Standard deviation	1.0362326
Coefficient of variation (CV)	0.0081120749
Kurtosis	-0.73391239
Mean	127.73953
Median Absolute Deviation (MAD)	0.5138889
Skewness	0.71213676
Sum	12773.953
Variance	1.073778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
128.1897222	8	8.0%
126.9327778	7	7.0%
129.0072222	6	6.0%
129.0747222	6	6.0%
126.9613889	6	6.0%
126.8775	4	4.0%
126.9947222	4	4.0%
126.99944440000002	4	4.0%
126.8041667	4	4.0%
127.1933333	4	4.0%
Other values (12)	47	47.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.4163889	4	4.0%
126.4563889	4	4.0%
126.8041667	4	4.0%
126.8775	4	4.0%
126.9327778	7	7.0%
126.9613889	6	6.0%
126.9725	4	4.0%
126.97305559999998	4	4.0%
126.9947222	4	4.0%
126.99944440000002	4	4.0%

Value	Count	Frequency (%)
130.08666670000002	4	4.0%
129.51305559999997	4	4.0%
129.1838889	4	4.0%
129.0747222	6	6.0%
129.0072222	6	6.0%
128.4447222	4	4.0%
128.1897222	8	8.0%
127.8597222	4	4.0%
127.62833329999998	4	4.0%
127.5488889	3	3.0%

기울기(°)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	37
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0161

Minimum	-3.9
Maximum	3.07
Zeros	7
Zeros (%)	7.0%
Negative	46
Negative (%)	46.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-3.9
5-th percentile	-2.13
Q1	-0.7
median	0
Q3	0.6425
95-th percentile	2.051
Maximum	3.07
Range	6.97
Interquartile range (IQR)	1.3425

Descriptive statistics

Standard deviation	1.3023591
Coefficient of variation (CV)	-80.891869
Kurtosis	0.93174304
Mean	-0.0161
Median Absolute Deviation (MAD)	0.7
Skewness	-0.15769917
Sum	-1.61
Variance	1.6961392
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0.0	7	7.0%
-0.5	5	5.0%
0.5	5	5.0%
0.62	4	4.0%
-1.0	4	4.0%
0.99	4	4.0%
0.44	4	4.0%
-0.18	4	4.0%
0.12	4	4.0%
0.3	3	3.0%
Other values (27)	56	56.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.9	1	1.0%
-3.15	3	3.0%
-2.13	2	2.0%
-1.9	2	2.0%
-1.6	2	2.0%
-1.54	2	2.0%
-1.26	2	2.0%
-1.07	2	2.0%
-1.0	4	4.0%
-0.99	2	2.0%

Value	Count	Frequency (%)
3.07	3	3.0%
2.64	2	2.0%
2.02	2	2.0%
1.87	2	2.0%
1.6	2	2.0%
1.09	2	2.0%
0.99	4	4.0%
0.98	2	2.0%
0.92	2	2.0%
0.84	2	2.0%

CO(g/km)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3679.4173

Minimum	35.76
Maximum	13894.57
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	35.76
5-th percentile	163.818
Q1	1642.7275
median	2831.865
Q3	5014.3425
95-th percentile	9686.8345
Maximum	13894.57
Range	13858.81
Interquartile range (IQR)	3371.615

Descriptive statistics

Standard deviation	2996.0964
Coefficient of variation (CV)	0.81428558
Kurtosis	1.2468691
Mean	3679.4173
Median Absolute Deviation (MAD)	1791.85
Skewness	1.200356
Sum	367941.73
Variance	8976593.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11111.0	1	1.0%
476.26	1	1.0%
2380.22	1	1.0%
5168.55	1	1.0%
2178.7	1	1.0%
4592.61	1	1.0%
2115.1	1	1.0%
2695.27	1	1.0%
442.62	1	1.0%
2679.45	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.76	1	1.0%
42.89	1	1.0%
104.01	1	1.0%
132.21	1	1.0%
153.52	1	1.0%
164.36	1	1.0%
230.25	1	1.0%
341.88	1	1.0%
407.42	1	1.0%
442.62	1	1.0%

Value	Count	Frequency (%)
13894.57	1	1.0%
12334.51	1	1.0%
11169.54	1	1.0%
11111.0	1	1.0%
9826.57	1	1.0%
9679.48	1	1.0%
9649.81	1	1.0%
9301.11	1	1.0%
8691.35	1	1.0%
8689.11	1	1.0%

NOX(g/km)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9171.3694

Minimum	33.65
Maximum	58273.29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	33.65
5-th percentile	198.2695
Q1	1910.7675
median	5237.65
Q3	13610.233
95-th percentile	30755.712
Maximum	58273.29
Range	58239.64
Interquartile range (IQR)	11699.465

Descriptive statistics

Standard deviation	10706.17
Coefficient of variation (CV)	1.167347
Kurtosis	4.6259556
Mean	9171.3694
Median Absolute Deviation (MAD)	4316.035
Skewness	1.9536766
Sum	917136.94
Variance	1.1462208 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
32069.14	1	1.0%
516.4	1	1.0%
2766.72	1	1.0%
18633.85	1	1.0%
2774.74	1	1.0%
15128.88	1	1.0%
3220.23	1	1.0%
7115.0	1	1.0%
584.18	1	1.0%
6080.68	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
33.65	1	1.0%
43.71	1	1.0%
86.91	1	1.0%
181.1	1	1.0%
187.24	1	1.0%
198.85	1	1.0%
261.67	1	1.0%
363.15	1	1.0%
516.4	1	1.0%
567.26	1	1.0%

Value	Count	Frequency (%)
58273.29	1	1.0%
44523.37	1	1.0%
37136.03	1	1.0%
32069.14	1	1.0%
32015.83	1	1.0%
30689.39	1	1.0%
27490.8	1	1.0%
26778.33	1	1.0%
26489.16	1	1.0%
24718.12	1	1.0%

HC(g/km)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	831.2508

Minimum	2.84
Maximum	4538.57
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	2.84
5-th percentile	23.8885
Q1	184.02
median	474.915
Q3	1225.3275
95-th percentile	2788.4875
Maximum	4538.57
Range	4535.73
Interquartile range (IQR)	1041.3075

Descriptive statistics

Standard deviation	922.7952
Coefficient of variation (CV)	1.1101285
Kurtosis	3.06712
Mean	831.2508
Median Absolute Deviation (MAD)	381.335
Skewness	1.7128709
Sum	83125.08
Variance	851550.98
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2783.92	1	1.0%
50.64	1	1.0%
256.14	1	1.0%
1396.96	1	1.0%
238.87	1	1.0%
1198.58	1	1.0%
252.84	1	1.0%
749.59	1	1.0%
58.41	1	1.0%
731.28	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.84	1	1.0%
3.6	1	1.0%
7.85	1	1.0%
17.29	1	1.0%
21.01	1	1.0%
24.04	1	1.0%
24.9	1	1.0%
31.54	1	1.0%
50.25	1	1.0%
50.64	1	1.0%

Value	Count	Frequency (%)
4538.57	1	1.0%
4064.43	1	1.0%
2918.47	1	1.0%
2905.9	1	1.0%
2875.27	1	1.0%
2783.92	1	1.0%
2587.33	1	1.0%
2452.08	1	1.0%
2361.67	1	1.0%
2265.41	1	1.0%

PM(g/km)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	575.212

Minimum	1.61
Maximum	3513.51
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.61
5-th percentile	13.1135
Q1	85.95
median	304.205
Q3	883.355
95-th percentile	1979.2995
Maximum	3513.51
Range	3511.9
Interquartile range (IQR)	797.405

Descriptive statistics

Standard deviation	680.81893
Coefficient of variation (CV)	1.1835965
Kurtosis	3.6145104
Mean	575.212
Median Absolute Deviation (MAD)	268.735
Skewness	1.7935112
Sum	57521.2
Variance	463514.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2091.58	1	1.0%
24.96	1	1.0%
158.29	1	1.0%
1197.96	1	1.0%
143.57	1	1.0%
947.63	1	1.0%
165.57	1	1.0%
455.61	1	1.0%
33.02	1	1.0%
390.67	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.61	1	1.0%
2.61	1	1.0%
4.49	1	1.0%
10.82	1	1.0%
12.8	1	1.0%
13.13	1	1.0%
14.81	1	1.0%
17.39	1	1.0%
24.55	1	1.0%
24.96	1	1.0%

Value	Count	Frequency (%)
3513.51	1	1.0%
2810.55	1	1.0%
2273.96	1	1.0%
2104.42	1	1.0%
2091.58	1	1.0%
1973.39	1	1.0%
1756.34	1	1.0%
1689.24	1	1.0%
1653.78	1	1.0%
1591.95	1	1.0%

CO2(g/km)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1251893.1

Minimum	14880.05
Maximum	4912394.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	14880.05
5-th percentile	72354.399
Q1	572063.35
median	1002718.1
Q3	1747734.2
95-th percentile	3043177
Maximum	4912394.8
Range	4897514.8
Interquartile range (IQR)	1175670.8

Descriptive statistics

Standard deviation	980911.29
Coefficient of variation (CV)	0.78354239
Kurtosis	1.4357172
Mean	1251893.1
Median Absolute Deviation (MAD)	637138.16
Skewness	1.1718808
Sum	1.2518931 × 10⁸
Variance	9.6218695 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3699184.46	1	1.0%
175962.81	1	1.0%
898471.34	1	1.0%
2014583.07	1	1.0%
828248.84	1	1.0%
1747294.47	1	1.0%
832607.77	1	1.0%
780657.61	1	1.0%
184936.08	1	1.0%
670653.48	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14880.05	1	1.0%
18026.3	1	1.0%
43858.06	1	1.0%
44415.88	1	1.0%
44557.95	1	1.0%
73817.37	1	1.0%
94653.1	1	1.0%
142607.95	1	1.0%
156559.44	1	1.0%
175962.81	1	1.0%

Value	Count	Frequency (%)
4912394.84	1	1.0%
3880371.71	1	1.0%
3699184.46	1	1.0%
3388181.36	1	1.0%
3359660.47	1	1.0%
3026519.96	1	1.0%
2995916.79	1	1.0%
2941859.93	1	1.0%
2936037.01	1	1.0%
2771984.8	1	1.0%

주소
Categorical

HIGH CORRELATION

Distinct	22
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경남 진주시 가좌동	8
광주 북구 석곡동	7
경남 양산시 물금읍	6
경남 양산시 동면	6
전남 담양군 고서면 주산리	6
Other values (17)	67

Length

Max length	14
Median length	14
Mean length	12.27
Min length	9

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경남 양산시 물금읍
2nd row	경남 양산시 물금읍
3rd row	경남 양산시 물금읍
4th row	경남 양산시 물금읍
5th row	경남 양산시 물금읍

Common Values

Value	Count	Frequency (%)
경남 진주시 가좌동	8	8.0%
광주 북구 석곡동	7	7.0%
경남 양산시 물금읍	6	6.0%
경남 양산시 동면	6	6.0%
전남 담양군 고서면 주산리	6	6.0%
전남 무안군 현경면 평산리	4	4.0%
경남 김해시 대동면 대감리	4	4.0%
경남 하동군 고전면	4	4.0%
울산 울주군 언양읍 반곡리	4	4.0%
대구 달성군 구지면 예천리	4	4.0%
Other values (12)	47	47.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
전남	53	14.7%
경남	32	8.9%
담양군	22	6.1%
고서면	14	3.9%
양산시	12	3.3%
진주시	8	2.2%
현경면	8	2.2%
무안군	8	2.2%
김해시	8	2.2%
가좌동	8	2.2%
Other values (43)	188	52.1%

Heatmap
Table

	기본키	지점	방향	차선	측정구간	장비이정(km)	차량통과수(대)	평균 속도(km)	위도(°)	경도(°)	기울기(°)	CO(g/km)	NOX(g/km)	HC(g/km)	PM(g/km)	CO2(g/km)	주소
기본키	1.000	0.986	0.000	0.000	0.996	0.806	0.800	0.605	0.765	0.873	0.787	0.736	0.411	0.485	0.418	0.554	0.986
지점	0.986	1.000	0.000	0.000	1.000	1.000	0.846	0.506	1.000	1.000	0.880	0.697	0.468	0.503	0.516	0.685	1.000
방향	0.000	0.000	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.546	0.000	0.193	0.000	0.149	0.000	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.173	0.214	0.644	0.000	0.141	0.000	0.510	0.482	0.501	0.541	0.346	0.000
측정구간	0.996	1.000	1.000	0.000	1.000	1.000	0.788	0.000	1.000	1.000	1.000	0.111	0.000	0.000	0.000	0.000	1.000
장비이정(km)	0.806	1.000	0.000	0.173	1.000	1.000	0.532	0.000	0.791	0.794	0.543	0.419	0.401	0.362	0.469	0.345	1.000
차량통과수(대)	0.800	0.846	0.000	0.214	0.788	0.532	1.000	0.646	0.568	0.645	0.000	0.820	0.478	0.505	0.460	0.716	0.846
평균 속도(km)	0.605	0.506	0.000	0.644	0.000	0.000	0.646	1.000	0.152	0.356	0.000	0.770	0.659	0.637	0.662	0.561	0.506
위도(°)	0.765	1.000	0.000	0.000	1.000	0.791	0.568	0.152	1.000	0.863	0.586	0.469	0.422	0.441	0.440	0.471	1.000
경도(°)	0.873	1.000	0.000	0.141	1.000	0.794	0.645	0.356	0.863	1.000	0.664	0.638	0.663	0.704	0.667	0.733	1.000
기울기(°)	0.787	0.880	0.546	0.000	1.000	0.543	0.000	0.000	0.586	0.664	1.000	0.000	0.000	0.000	0.000	0.000	0.880
CO(g/km)	0.736	0.697	0.000	0.510	0.111	0.419	0.820	0.770	0.469	0.638	0.000	1.000	0.865	0.876	0.864	0.937	0.697
NOX(g/km)	0.411	0.468	0.193	0.482	0.000	0.401	0.478	0.659	0.422	0.663	0.000	0.865	1.000	0.987	0.999	0.948	0.468
HC(g/km)	0.485	0.503	0.000	0.501	0.000	0.362	0.505	0.637	0.441	0.704	0.000	0.876	0.987	1.000	0.988	0.939	0.503
PM(g/km)	0.418	0.516	0.149	0.541	0.000	0.469	0.460	0.662	0.440	0.667	0.000	0.864	0.999	0.988	1.000	0.955	0.516
CO2(g/km)	0.554	0.685	0.000	0.346	0.000	0.345	0.716	0.561	0.471	0.733	0.000	0.937	0.948	0.939	0.955	1.000	0.685
주소	0.986	1.000	0.000	0.000	1.000	1.000	0.846	0.506	1.000	1.000	0.880	0.697	0.468	0.503	0.516	0.685	1.000

Heatmap
Table

	방향	차선	주소	지점	측정구간
방향	1.000	0.000	0.000	0.000	0.756
차선	0.000	1.000	0.000	0.000	0.000
주소	0.000	0.000	1.000	1.000	0.847
지점	0.000	0.000	1.000	1.000	0.847
측정구간	0.756	0.000	0.847	0.847	1.000

Heatmap
Table

	기본키	장비이정(km)	차량통과수(대)	평균 속도(km)	위도(°)	경도(°)	기울기(°)	CO(g/km)	NOX(g/km)	HC(g/km)	PM(g/km)	CO2(g/km)	지점	방향	차선	측정구간	주소
기본키	1.000	0.321	-0.491	0.255	-0.497	-0.730	0.025	-0.454	-0.315	-0.331	-0.276	-0.442	0.856	0.000	0.000	0.754	0.856
장비이정(km)	0.321	1.000	0.246	-0.096	0.093	-0.131	-0.037	0.213	0.245	0.222	0.252	0.237	0.916	0.000	0.115	0.776	0.916
차량통과수(대)	-0.491	0.246	1.000	-0.454	0.520	0.643	-0.013	0.851	0.688	0.680	0.649	0.869	0.487	0.000	0.135	0.329	0.487
평균 속도(km)	0.255	-0.096	-0.454	1.000	-0.226	-0.321	-0.121	-0.799	-0.874	-0.894	-0.886	-0.743	0.193	0.000	0.430	0.000	0.193
위도(°)	-0.497	0.093	0.520	-0.226	1.000	0.541	-0.021	0.436	0.310	0.338	0.296	0.407	0.921	0.000	0.000	0.780	0.921
경도(°)	-0.730	-0.131	0.643	-0.321	0.541	1.000	-0.002	0.603	0.507	0.499	0.466	0.627	0.926	0.000	0.083	0.784	0.926
기울기(°)	0.025	-0.037	-0.013	-0.121	-0.021	-0.002	1.000	0.029	0.018	0.023	0.028	0.007	0.538	0.402	0.000	0.789	0.538
CO(g/km)	-0.454	0.213	0.851	-0.799	0.436	0.603	0.029	1.000	0.945	0.950	0.921	0.981	0.316	0.000	0.318	0.000	0.316
NOX(g/km)	-0.315	0.245	0.688	-0.874	0.310	0.507	0.018	0.945	1.000	0.994	0.991	0.938	0.181	0.184	0.319	0.000	0.181
HC(g/km)	-0.331	0.222	0.680	-0.894	0.338	0.499	0.023	0.950	0.994	1.000	0.987	0.926	0.199	0.000	0.334	0.000	0.199
PM(g/km)	-0.276	0.252	0.649	-0.886	0.296	0.466	0.028	0.921	0.991	0.987	1.000	0.913	0.206	0.141	0.367	0.000	0.206
CO2(g/km)	-0.442	0.237	0.869	-0.743	0.407	0.627	0.007	0.981	0.938	0.926	0.913	1.000	0.325	0.000	0.227	0.000	0.325
지점	0.856	0.916	0.487	0.193	0.921	0.926	0.538	0.316	0.181	0.199	0.206	0.325	1.000	0.000	0.000	0.847	1.000
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.402	0.000	0.184	0.000	0.141	0.000	0.000	1.000	0.000	0.756	0.000
차선	0.000	0.115	0.135	0.430	0.000	0.083	0.000	0.318	0.319	0.334	0.367	0.227	0.000	0.000	1.000	0.000	0.000
측정구간	0.754	0.776	0.329	0.000	0.780	0.784	0.789	0.000	0.000	0.000	0.000	0.000	0.847	0.756	0.000	1.000	0.847
주소	0.856	0.916	0.487	0.193	0.921	0.926	0.538	0.316	0.181	0.199	0.206	0.325	1.000	0.000	0.000	0.847	1.000

Count
Matrix

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.

First rows
Last rows

	기본키	도로종류	지점	방향	차선	측정구간	장비이정(km)	측정일	차량통과수(대)	평균 속도(km)	위도(°)	경도(°)	기울기(°)	CO(g/km)	NOX(g/km)	HC(g/km)	PM(g/km)	CO2(g/km)	주소
0	1	도로공사	A-5510-0116E-6	S	3	물금IC-대동JC	11.6	20200401	13195	74.39	35.293889	129.007222	-0.31	11111.0	32069.14	2783.92	2091.58	3699184.46	경남 양산시 물금읍
1	2	도로공사	A-5510-0116E-6	S	1	물금IC-대동JC	11.6	20200401	14052	96.94	35.293889	129.007222	-0.31	4792.53	3922.98	412.81	86.37	1635318.81	경남 양산시 물금읍
2	3	도로공사	A-5510-0116E-6	S	2	물금IC-대동JC	11.6	20200401	16027	80.5	35.293889	129.007222	-0.31	9826.57	18783.78	1907.61	1306.86	2995916.79	경남 양산시 물금읍
3	4	도로공사	A-5510-0116E-6	E	1	대동JC-물금IC	11.6	20200401	16882	97.37	35.293889	129.007222	0.3	6049.75	5275.45	553.61	236.78	2118934.4	경남 양산시 물금읍
4	5	도로공사	A-5510-0116E-6	E	2	대동JC-물금IC	11.6	20200401	15971	79.63	35.293889	129.007222	0.3	11169.54	24317.13	2361.67	1466.4	3359660.47	경남 양산시 물금읍
5	6	도로공사	A-5510-0116E-6	E	3	대동JC-물금IC	11.6	20200401	12180	72.34	35.293889	129.007222	0.3	9649.81	24718.12	2254.36	1591.95	3026519.96	경남 양산시 물금읍
6	7	도로공사	A-6000-0062E-4	S	1	한림IC-진영IC	6.23	20200401	6302	90.06	35.835556	129.513056	-1.07	2659.58	2523.39	305.79	88.15	825775.62	경남 김해시 진영읍 설창리
7	8	도로공사	A-6000-0062E-4	S	2	한림IC-진영IC	6.23	20200401	7845	81.64	35.835556	129.513056	-1.07	6837.47	17558.03	1832.77	1164.9	1939378.08	경남 김해시 진영읍 설창리
8	9	도로공사	A-6000-0062E-4	E	1	진영IC-한림IC	6.23	20200401	7164	96.41	35.835556	129.513056	1.09	2909.31	3614.21	374.95	205.36	1010084.68	경남 김해시 진영읍 설창리
9	10	도로공사	A-6000-0062E-4	E	2	진영IC-한림IC	6.23	20200401	7338	81.08	35.835556	129.513056	1.09	6901.79	23779.55	2045.18	1502.7	2388714.66	경남 김해시 진영읍 설창리

	기본키	도로종류	지점	방향	차선	측정구간	장비이정(km)	측정일	차량통과수(대)	평균 속도(km)	위도(°)	경도(°)	기울기(°)	CO(g/km)	NOX(g/km)	HC(g/km)	PM(g/km)	CO2(g/km)	주소
90	91	도로공사	A-0140-0388E-4	S	2	대덕JC-담양JC	38.8	20200401	3361	88.23	35.247222	126.999444	-0.99	2225.85	10075.32	689.56	601.66	1089506.27	전남 담양군 고서면 장화리
91	92	도로공사	A-0140-0388E-4	E	1	담양JC-대덕JC	38.8	20200401	1980	115.84	35.247222	126.999444	0.98	514.43	640.37	53.72	32.03	219946.44	전남 담양군 고서면 장화리
92	93	도로공사	A-0140-0388E-4	E	2	담양JC-대덕JC	38.8	20200401	3294	87.36	35.247222	126.999444	0.98	2403.94	8865.32	717.58	572.61	979730.9	전남 담양군 고서면 장화리
93	94	도로공사	A-0251-0652S-4	S	1	고서JC-창평IC	65.2	20200401	6304	107.24	35.223611	126.994722	0.5	2044.34	2045.45	186.24	100.06	766170.42	전남 담양군 고서면
94	95	도로공사	A-0251-0652S-4	S	2	고서JC-창평IC	65.2	20200401	7186	86.73	35.223611	126.994722	0.5	3870.03	9603.93	812.53	629.72	1447148.73	전남 담양군 고서면
95	96	도로공사	A-0251-0652S-4	E	1	창평IC-고서JC	65.2	20200401	6393	106.26	35.223611	126.994722	-0.5	2092.51	2159.39	195.8	110.89	788254.96	전남 담양군 고서면
96	97	도로공사	A-0251-0652S-4	E	2	창평IC-고서JC	65.2	20200401	7166	85.83	35.223611	126.994722	-0.5	3980.64	10150.98	859.79	618.49	1439114.26	전남 담양군 고서면
97	98	도로공사	A-0270-0044S-4	S	1	순천JC-동순천IC	4.4	20200401	2295	105.86	34.978889	127.548889	2.64	692.57	1157.13	97.66	63.73	283496.53	전남 순천시 왕지동 왕지길
98	99	도로공사	A-0270-0044S-4	S	2	순천JC-동순천IC	4.4	20200401	3465	84.99	34.978889	127.548889	2.64	3032.89	9077.58	903.06	544.26	918388.68	전남 순천시 왕지동 왕지길
99	100	도로공사	A-0270-0044S-4	E	1	동순천IC-순천JC	4.4	20200401	2688	102.28	34.978889	127.548889	-3.9	922.84	1110.86	106.04	52.27	336934.33	전남 순천시 왕지동 왕지길

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Common Values

Length

Interactions

Correlations

Missing values

Sample