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=c9a3ced0-2d2f-11ea-a10f-73716d1bafb0

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 `경도(°)` and 5 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 `경도(°)` and 3 other fields	High correlation
`경도(°)` is highly overall correlated with `기본키` and 5 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 5 other fields	High correlation
`NOX(g/km)` is highly overall correlated with `차량통과수(대)` and 5 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 5 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 3 (3.0%) zeros	Zeros
`평균 속도(km)` has 3 (3.0%) zeros	Zeros
`기울기(°)` has 7 (7.0%) zeros	Zeros
`CO(g/km)` has 3 (3.0%) zeros	Zeros
`NOX(g/km)` has 3 (3.0%) zeros	Zeros
`HC(g/km)` has 3 (3.0%) zeros	Zeros
`PM(g/km)` has 27 (27.0%) zeros	Zeros
`CO2(g/km)` has 3 (3.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:56:08.774432
Analysis finished	2023-12-10 11:56:28.784579
Duration	20.01 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 ZEROS

Distinct	40
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.64

Minimum	0
Maximum	65
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	7
median	13
Q3	24
95-th percentile	42
Maximum	65
Range	65
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	13.511327
Coefficient of variation (CV)	0.81197879
Kurtosis	1.2576486
Mean	16.64
Median Absolute Deviation (MAD)	8
Skewness	1.1483894
Sum	1664
Variance	182.55596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
2	8	8.0%
8	6	6.0%
12	6	6.0%
10	5	5.0%
11	5	5.0%
1	4	4.0%
5	4	4.0%
24	4	4.0%
13	4	4.0%
20	3	3.0%
Other values (30)	51	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	3.0%
1	4	4.0%
2	8	8.0%
3	2	2.0%
4	1	1.0%
5	4	4.0%
6	2	2.0%
7	2	2.0%
8	6	6.0%
9	1	1.0%

Value	Count	Frequency (%)
65	1	1.0%
58	1	1.0%
48	1	1.0%
43	1	1.0%
42	2	2.0%
40	3	3.0%
39	1	1.0%
35	2	2.0%
34	1	1.0%
33	1	1.0%

평균 속도(km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95.4352

Minimum	0
Maximum	154.5
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	77.5805
Q1	84.735
median	93.625
Q3	108.25
95-th percentile	129.075
Maximum	154.5
Range	154.5
Interquartile range (IQR)	23.515

Descriptive statistics

Standard deviation	23.59069
Coefficient of variation (CV)	0.24719066
Kurtosis	6.6378545
Mean	95.4352
Median Absolute Deviation (MAD)	11.335
Skewness	-1.5337221
Sum	9543.52
Variance	556.52066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
111.0	4	4.0%
0.0	3	3.0%
88.0	3	3.0%
115.0	2	2.0%
84.6	2	2.0%
129.0	2	2.0%
95.0	2	2.0%
100.0	2	2.0%
81.0	2	2.0%
107.0	2	2.0%
Other values (75)	76	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
71.33	1	1.0%
75.88	1	1.0%
77.67	1	1.0%
78.83	1	1.0%
79.2	1	1.0%
79.5	1	1.0%
79.67	1	1.0%
80.11	1	1.0%
80.62	1	1.0%

Value	Count	Frequency (%)
154.5	1	1.0%
140.0	1	1.0%
139.5	1	1.0%
132.0	1	1.0%
130.5	1	1.0%
129.0	2	2.0%
128.0	1	1.0%
126.0	1	1.0%
122.0	1	1.0%
121.0	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 ZEROS

Distinct	95
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.8595

Minimum	0
Maximum	91.51
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1875
Q1	2.135
median	6.085
Q3	16.235
95-th percentile	32.3405
Maximum	91.51
Range	91.51
Interquartile range (IQR)	14.1

Descriptive statistics

Standard deviation	15.357341
Coefficient of variation (CV)	1.29494
Kurtosis	9.8877815
Mean	11.8595
Median Absolute Deviation (MAD)	5.31
Skewness	2.7129154
Sum	1185.95
Variance	235.84791
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
0.33	2	2.0%
0.82	2	2.0%
0.57	2	2.0%
22.34	1	1.0%
13.38	1	1.0%
22.38	1	1.0%
2.81	1	1.0%
17.05	1	1.0%
3.74	1	1.0%
Other values (85)	85	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.12	1	1.0%
0.14	1	1.0%
0.19	1	1.0%
0.22	1	1.0%
0.25	1	1.0%
0.29	1	1.0%
0.33	2	2.0%
0.49	1	1.0%
0.57	2	2.0%

Value	Count	Frequency (%)
91.51	1	1.0%
79.45	1	1.0%
51.82	1	1.0%
47.54	1	1.0%
36.53	1	1.0%
32.12	1	1.0%
32.11	1	1.0%
30.03	1	1.0%
29.93	1	1.0%
29.65	1	1.0%

NOX(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	94
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.0823

Minimum	0
Maximum	263.96
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1495
Q1	1.5925
median	12.16
Q3	43.345
95-th percentile	139.457
Maximum	263.96
Range	263.96
Interquartile range (IQR)	41.7525

Descriptive statistics

Standard deviation	51.052453
Coefficient of variation (CV)	1.4552197
Kurtosis	5.1710775
Mean	35.0823
Median Absolute Deviation (MAD)	11.91
Skewness	2.1623443
Sum	3508.23
Variance	2606.353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
0.37	3	3.0%
0.25	2	2.0%
0.62	2	2.0%
93.85	1	1.0%
30.5	1	1.0%
65.62	1	1.0%
16.94	1	1.0%
46.02	1	1.0%
5.2	1	1.0%
Other values (84)	84	84.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.1	1	1.0%
0.14	1	1.0%
0.15	1	1.0%
0.17	1	1.0%
0.18	1	1.0%
0.2	1	1.0%
0.25	2	2.0%
0.37	3	3.0%
0.55	1	1.0%

Value	Count	Frequency (%)
263.96	1	1.0%
222.98	1	1.0%
172.0	1	1.0%
165.84	1	1.0%
145.1	1	1.0%
139.16	1	1.0%
123.03	1	1.0%
117.3	1	1.0%
117.01	1	1.0%
109.01	1	1.0%

HC(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	82
Distinct (%)	82.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2266

Minimum	0
Maximum	31.41
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.15
median	1.17
Q3	4.31
95-th percentile	10.731
Maximum	31.41
Range	31.41
Interquartile range (IQR)	4.16

Descriptive statistics

Standard deviation	5.1407686
Coefficient of variation (CV)	1.5932463
Kurtosis	11.843754
Mean	3.2266
Median Absolute Deviation (MAD)	1.12
Skewness	3.0471708
Sum	322.66
Variance	26.427501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01	5	5.0%
0.02	3	3.0%
0.07	3	3.0%
0.14	3	3.0%
0.0	3	3.0%
0.73	2	2.0%
4.31	2	2.0%
0.04	2	2.0%
0.05	2	2.0%
0.15	2	2.0%
Other values (72)	73	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.01	5	5.0%
0.02	3	3.0%
0.03	1	1.0%
0.04	2	2.0%
0.05	2	2.0%
0.06	1	1.0%
0.07	3	3.0%
0.1	1	1.0%
0.14	3	3.0%

Value	Count	Frequency (%)
31.41	1	1.0%
25.48	1	1.0%
18.22	1	1.0%
15.62	1	1.0%
10.94	1	1.0%
10.72	1	1.0%
9.99	1	1.0%
9.93	1	1.0%
9.17	1	1.0%
9.13	1	1.0%

PM(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	69
Distinct (%)	69.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1269

Minimum	0
Maximum	15.41
Zeros	27
Zeros (%)	27.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.7
Q3	2.6425
95-th percentile	8.712
Maximum	15.41
Range	15.41
Interquartile range (IQR)	2.6425

Descriptive statistics

Standard deviation	3.0941129
Coefficient of variation (CV)	1.4547524
Kurtosis	4.4190055
Mean	2.1269
Median Absolute Deviation (MAD)	0.7
Skewness	2.0503451
Sum	212.69
Variance	9.5735347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	27	27.0%
6.83	2	2.0%
0.54	2	2.0%
0.13	2	2.0%
0.1	2	2.0%
0.12	2	2.0%
0.46	1	1.0%
0.21	1	1.0%
0.34	1	1.0%
4.19	1	1.0%
Other values (59)	59	59.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	27	27.0%
0.1	2	2.0%
0.11	1	1.0%
0.12	2	2.0%
0.13	2	2.0%
0.19	1	1.0%
0.21	1	1.0%
0.24	1	1.0%
0.32	1	1.0%
0.33	1	1.0%

Value	Count	Frequency (%)
15.41	1	1.0%
13.29	1	1.0%
10.31	1	1.0%
10.14	1	1.0%
8.75	1	1.0%
8.71	1	1.0%
7.75	1	1.0%
7.12	1	1.0%
6.87	1	1.0%
6.83	2	2.0%

CO2(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	95
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3894.4118

Minimum	0
Maximum	20501.21
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	103.0205
Q1	793.38
median	1965.455
Q3	5533.8425
95-th percentile	13461.271
Maximum	20501.21
Range	20501.21
Interquartile range (IQR)	4740.4625

Descriptive statistics

Standard deviation	4439.452
Coefficient of variation (CV)	1.1399544
Kurtosis	2.4008302
Mean	3894.4118
Median Absolute Deviation (MAD)	1716.115
Skewness	1.6335609
Sum	389441.18
Variance	19708734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	3	3.0%
157.45	2	2.0%
393.63	2	2.0%
208.02	2	2.0%
9189.21	1	1.0%
2475.35	1	1.0%
6873.54	1	1.0%
2184.4	1	1.0%
5483.28	1	1.0%
1543.98	1	1.0%
Other values (85)	85	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
68.49	1	1.0%
90.49	1	1.0%
103.68	1	1.0%
104.01	1	1.0%
119.18	1	1.0%
136.98	1	1.0%
157.45	2	2.0%
208.02	2	2.0%
236.18	1	1.0%

Value	Count	Frequency (%)
20501.21	1	1.0%
17147.05	1	1.0%
16948.68	1	1.0%
15994.04	1	1.0%
13559.14	1	1.0%
13456.12	1	1.0%
11602.18	1	1.0%
11295.3	1	1.0%
11233.81	1	1.0%
11226.62	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	0.584	0.231	0.765	0.873	0.787	0.364	0.094	0.161	0.091	0.506	0.986
지점	0.986	1.000	0.000	0.000	1.000	1.000	0.455	0.223	1.000	1.000	0.880	0.458	0.000	0.176	0.000	0.315	1.000
방향	0.000	0.000	1.000	0.000	1.000	0.000	0.000	0.170	0.000	0.000	0.546	0.070	0.000	0.180	0.211	0.351	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.173	0.384	0.529	0.000	0.141	0.000	0.455	0.435	0.509	0.446	0.482	0.000
측정구간	0.996	1.000	1.000	0.000	1.000	1.000	0.000	0.479	1.000	1.000	1.000	0.185	0.126	0.337	0.000	0.000	1.000
장비이정(km)	0.806	1.000	0.000	0.173	1.000	1.000	0.314	0.000	0.791	0.794	0.543	0.482	0.265	0.395	0.195	0.418	1.000
차량통과수(대)	0.584	0.455	0.000	0.384	0.000	0.314	1.000	0.285	0.398	0.587	0.000	0.877	0.838	0.862	0.844	0.914	0.455
평균 속도(km)	0.231	0.223	0.170	0.529	0.479	0.000	0.285	1.000	0.127	0.000	0.000	0.595	0.427	0.315	0.569	0.440	0.223
위도(°)	0.765	1.000	0.000	0.000	1.000	0.791	0.398	0.127	1.000	0.863	0.586	0.478	0.476	0.665	0.464	0.425	1.000
경도(°)	0.873	1.000	0.000	0.141	1.000	0.794	0.587	0.000	0.863	1.000	0.664	0.454	0.569	0.343	0.568	0.388	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)	0.364	0.458	0.070	0.455	0.185	0.482	0.877	0.595	0.478	0.454	0.000	1.000	0.899	0.937	0.898	0.869	0.458
NOX(g/km)	0.094	0.000	0.000	0.435	0.126	0.265	0.838	0.427	0.476	0.569	0.000	0.899	1.000	0.933	0.996	0.932	0.000
HC(g/km)	0.161	0.176	0.180	0.509	0.337	0.395	0.862	0.315	0.665	0.343	0.000	0.937	0.933	1.000	0.912	0.892	0.176
PM(g/km)	0.091	0.000	0.211	0.446	0.000	0.195	0.844	0.569	0.464	0.568	0.000	0.898	0.996	0.912	1.000	0.937	0.000
CO2(g/km)	0.506	0.315	0.351	0.482	0.000	0.418	0.914	0.440	0.425	0.388	0.000	0.869	0.932	0.892	0.937	1.000	0.315
주소	0.986	1.000	0.000	0.000	1.000	1.000	0.455	0.223	1.000	1.000	0.880	0.458	0.000	0.176	0.000	0.315	1.000

Heatmap
Table

	측정구간	주소	지점	차선	방향
측정구간	1.000	0.847	0.847	0.000	0.756
주소	0.847	1.000	1.000	0.000	0.000
지점	0.847	1.000	1.000	0.000	0.000
차선	0.000	0.000	0.000	1.000	0.000
방향	0.756	0.000	0.000	0.000	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	-0.316	0.105	-0.497	-0.730	0.025	-0.182	-0.134	-0.122	-0.076	-0.229	0.856	0.000	0.000	0.754	0.856
장비이정(km)	0.321	1.000	0.250	-0.087	0.093	-0.131	-0.037	0.276	0.284	0.280	0.278	0.271	0.916	0.000	0.115	0.776	0.916
차량통과수(대)	-0.316	0.250	1.000	-0.451	0.361	0.514	-0.033	0.924	0.875	0.854	0.824	0.949	0.169	0.000	0.215	0.000	0.169
평균 속도(km)	0.105	-0.087	-0.451	1.000	-0.109	-0.094	-0.019	-0.639	-0.641	-0.677	-0.681	-0.584	0.075	0.176	0.386	0.154	0.075
위도(°)	-0.497	0.093	0.361	-0.109	1.000	0.541	-0.021	0.255	0.228	0.214	0.163	0.291	0.921	0.000	0.000	0.780	0.921
경도(°)	-0.730	-0.131	0.514	-0.094	0.541	1.000	-0.002	0.401	0.371	0.344	0.291	0.457	0.926	0.000	0.083	0.784	0.926
기울기(°)	0.025	-0.037	-0.033	-0.019	-0.021	-0.002	1.000	0.009	0.070	0.048	0.083	0.038	0.538	0.402	0.000	0.789	0.538
CO(g/km)	-0.182	0.276	0.924	-0.639	0.255	0.401	0.009	1.000	0.975	0.981	0.947	0.977	0.191	0.068	0.323	0.000	0.191
NOX(g/km)	-0.134	0.284	0.875	-0.641	0.228	0.371	0.070	0.975	1.000	0.988	0.979	0.974	0.000	0.000	0.283	0.000	0.000
HC(g/km)	-0.122	0.280	0.854	-0.677	0.214	0.344	0.048	0.981	0.988	1.000	0.967	0.952	0.046	0.128	0.240	0.078	0.046
PM(g/km)	-0.076	0.278	0.824	-0.681	0.163	0.291	0.083	0.947	0.979	0.967	1.000	0.945	0.000	0.202	0.292	0.000	0.000
CO2(g/km)	-0.229	0.271	0.949	-0.584	0.291	0.457	0.038	0.977	0.974	0.952	0.945	1.000	0.103	0.257	0.297	0.000	0.103
지점	0.856	0.916	0.169	0.075	0.921	0.926	0.538	0.191	0.000	0.046	0.000	0.103	1.000	0.000	0.000	0.847	1.000
방향	0.000	0.000	0.000	0.176	0.000	0.000	0.402	0.068	0.000	0.128	0.202	0.257	0.000	1.000	0.000	0.756	0.000
차선	0.000	0.115	0.215	0.386	0.000	0.083	0.000	0.323	0.283	0.240	0.292	0.297	0.000	0.000	1.000	0.000	0.000
측정구간	0.754	0.776	0.000	0.154	0.780	0.784	0.789	0.000	0.000	0.078	0.000	0.000	0.847	0.756	0.000	1.000	0.847
주소	0.856	0.916	0.169	0.075	0.921	0.926	0.538	0.191	0.000	0.046	0.000	0.103	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	23	77.67	35.293889	129.007222	-0.31	22.34	93.85	6.88	5.66	9189.21	경남 양산시 물금읍
1	2	도로공사	A-5510-0116E-6	S	1	물금IC-대동JC	11.6	20200401	12	111.0	35.293889	129.007222	-0.31	2.6	1.81	0.17	0.0	1085.88	경남 양산시 물금읍
2	3	도로공사	A-5510-0116E-6	S	2	물금IC-대동JC	11.6	20200401	39	83.0	35.293889	129.007222	-0.31	15.66	26.18	1.9	1.63	6095.87	경남 양산시 물금읍
3	4	도로공사	A-5510-0116E-6	E	1	대동JC-물금IC	11.6	20200401	21	111.0	35.293889	129.007222	0.3	4.56	3.17	0.29	0.0	1900.29	경남 양산시 물금읍
4	5	도로공사	A-5510-0116E-6	E	2	대동JC-물금IC	11.6	20200401	48	87.0	35.293889	129.007222	0.3	22.13	39.83	3.56	2.6	7732.82	경남 양산시 물금읍
5	6	도로공사	A-5510-0116E-6	E	3	대동JC-물금IC	11.6	20200401	42	78.83	35.293889	129.007222	0.3	30.03	99.9	8.13	6.44	11602.18	경남 양산시 물금읍
6	7	도로공사	A-6000-0062E-4	S	1	한림IC-진영IC	6.23	20200401	8	94.0	35.835556	129.513056	-1.07	2.59	1.6	0.18	0.0	882.96	경남 김해시 진영읍 설창리
7	8	도로공사	A-6000-0062E-4	S	2	한림IC-진영IC	6.23	20200401	23	79.5	35.835556	129.513056	-1.07	19.5	50.91	5.27	3.18	5391.48	경남 김해시 진영읍 설창리
8	9	도로공사	A-6000-0062E-4	E	1	진영IC-한림IC	6.23	20200401	11	111.0	35.835556	129.513056	1.09	3.93	6.06	0.73	0.32	1329.2	경남 김해시 진영읍 설창리
9	10	도로공사	A-6000-0062E-4	E	2	진영IC-한림IC	6.23	20200401	29	81.0	35.835556	129.513056	1.09	24.58	104.07	6.82	6.87	11233.81	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	10	88.0	35.247222	126.999444	-0.99	9.06	42.95	2.82	2.55	4267.93	전남 담양군 고서면 장화리
91	92	도로공사	A-0140-0388E-4	E	1	담양JC-대덕JC	38.8	20200401	2	129.0	35.247222	126.999444	0.98	0.33	0.25	0.02	0.0	157.45	전남 담양군 고서면 장화리
92	93	도로공사	A-0140-0388E-4	E	2	담양JC-대덕JC	38.8	20200401	7	81.25	35.247222	126.999444	0.98	5.69	10.45	1.53	0.61	1168.49	전남 담양군 고서면 장화리
93	94	도로공사	A-0251-0652S-4	S	1	고서JC-창평IC	65.2	20200401	5	113.0	35.223611	126.994722	0.5	1.08	0.76	0.07	0.0	452.45	전남 담양군 고서면
94	95	도로공사	A-0251-0652S-4	S	2	고서JC-창평IC	65.2	20200401	17	84.6	35.223611	126.994722	0.5	15.57	44.53	4.86	2.68	4230.89	전남 담양군 고서면
95	96	도로공사	A-0251-0652S-4	E	1	창평IC-고서JC	65.2	20200401	12	112.33	35.223611	126.994722	-0.5	3.71	5.93	0.39	0.42	1563.17	전남 담양군 고서면
96	97	도로공사	A-0251-0652S-4	E	2	창평IC-고서JC	65.2	20200401	42	86.5	35.223611	126.994722	-0.5	32.12	109.01	7.97	6.83	11118.13	전남 담양군 고서면
97	98	도로공사	A-0270-0044S-4	S	1	순천JC-동순천IC	4.4	20200401	8	102.0	34.978889	127.548889	2.64	4.17	9.12	0.93	0.54	1232.0	전남 순천시 왕지동 왕지길
98	99	도로공사	A-0270-0044S-4	S	2	순천JC-동순천IC	4.4	20200401	16	87.75	34.978889	127.548889	2.64	16.17	63.38	5.41	3.79	5685.53	전남 순천시 왕지동 왕지길
99	100	도로공사	A-0270-0044S-4	E	1	동순천IC-순천JC	4.4	20200401	6	109.0	34.978889	127.548889	-3.9	1.65	1.46	0.14	0.12	702.24	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