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=19e91fd0-2d30-11ea-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
`측정구간` is highly overall correlated with `기본키` and 7 other fields	High correlation
`지점` is highly overall correlated with `기본키` and 6 other fields	High correlation
`기본키` is highly overall correlated with `장비이정(km)` and 5 other fields	High correlation
`장비이정(km)` is highly overall correlated with `기본키` and 4 other fields	High correlation
`차량통과수(대)` is highly overall correlated with `CO(g/km)` and 4 other fields	High correlation
`위도(°)` is highly overall correlated with `기본키` and 4 other fields	High correlation
`경도(°)` is highly overall correlated with `기본키` and 3 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 4 other fields	High correlation
`NOX(g/km)` is highly overall correlated with `차량통과수(대)` and 4 other fields	High correlation
`HC(g/km)` is highly overall correlated with `차량통과수(대)` and 4 other fields	High correlation
`PM(g/km)` is highly overall correlated with `차량통과수(대)` and 4 other fields	High correlation
`CO2(g/km)` is highly overall correlated with `차량통과수(대)` and 4 other fields	High correlation
`방향` is highly overall correlated with `측정구간`	High correlation
`기본키` has unique values	Unique
`차량통과수(대)` has 13 (13.0%) zeros	Zeros
`평균 속도(km)` has 13 (13.0%) zeros	Zeros
`CO(g/km)` has 13 (13.0%) zeros	Zeros
`NOX(g/km)` has 13 (13.0%) zeros	Zeros
`HC(g/km)` has 13 (13.0%) zeros	Zeros
`PM(g/km)` has 20 (20.0%) zeros	Zeros
`CO2(g/km)` has 13 (13.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 10:41:06.057139
Analysis finished	2023-12-10 10:41:39.713080
Duration	33.66 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	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

A-0010-3801E-10	10
A-0010-3880E-10	10
A-1000-1038S-9	9
A-1100-0249S-9	9
A-1000-0893S-8	8
Other values (9)	54

Length

Max length	15
Median length	14
Mean length	14.2
Min length	14

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A-1000-0893S-8
2nd row	A-1000-0893S-8
3rd row	A-1000-0893S-8
4th row	A-1000-0893S-8
5th row	A-1000-0893S-8

Common Values

Value	Count	Frequency (%)
A-0010-3801E-10	10	10.0%
A-0010-3880E-10	10	10.0%
A-1000-1038S-9	9	9.0%
A-1100-0249S-9	9	9.0%
A-1000-0893S-8	8	8.0%
A-1200-0149E-8	8	8.0%
A-1200-0178S-8	8	8.0%
A-1000-1002S-8	8	8.0%
A-1100-0054E-6	6	6.0%
A-1100-0129S-6	6	6.0%
Other values (4)	18	18.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a-0010-3801e-10	10	10.0%
a-0010-3880e-10	10	10.0%
a-1000-1038s-9	9	9.0%
a-1100-0249s-9	9	9.0%
a-1000-0893s-8	8	8.0%
a-1200-0149e-8	8	8.0%
a-1200-0178s-8	8	8.0%
a-1000-1002s-8	8	8.0%
a-1100-0054e-6	6	6.0%
a-1100-0129s-6	6	6.0%
Other values (4)	18	18.0%

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	S
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	5
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

1	27
2	27
3	24
4	16
5	6

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	27	27.0%
2	27	27.0%
3	24	24.0%
4	16	16.0%
5	6	6.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	27	27.0%
2	27	27.0%
3	24	24.0%
4	16	16.0%
5	6	6.0%

측정구간
Categorical

HIGH CORRELATION

Distinct	27
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

동탄JC-오산IC	5
조남JC-도리JC	5
기흥IC-수원신갈IC	5
수원신갈IC-기흥IC	5
오산IC-동탄JC	5
Other values (22)	75

Length

Max length	11
Median length	9
Mean length	9.34
Min length	9

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	장수IC-송내IC
2nd row	장수IC-송내IC
3rd row	장수IC-송내IC
4th row	장수IC-송내IC
5th row	송내IC-장수IC

Common Values

Value	Count	Frequency (%)
동탄JC-오산IC	5	5.0%
조남JC-도리JC	5	5.0%
기흥IC-수원신갈IC	5	5.0%
수원신갈IC-기흥IC	5	5.0%
오산IC-동탄JC	5	5.0%
일직JC-석수IC	5	5.0%
인천TG-부평IC	4	4.0%
송내IC-장수IC	4	4.0%
서운JC-부천IC	4	4.0%
부평IC-인천TG	4	4.0%
Other values (17)	54	54.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
동탄jc-오산ic	5	5.0%
기흥ic-수원신갈ic	5	5.0%
수원신갈ic-기흥ic	5	5.0%
오산ic-동탄jc	5	5.0%
일직jc-석수ic	5	5.0%
조남jc-도리jc	5	5.0%
도리jc-안현jc	4	4.0%
장수ic-송내ic	4	4.0%
석수ic-일직jc	4	4.0%
안현jc-도리jc	4	4.0%
Other values (17)	54	54.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	124.2982

Minimum	5.45
Maximum	388
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	5.45
5-th percentile	5.45
Q1	15.3
median	25.4
Q3	103.8
95-th percentile	388
Maximum	388
Range	382.55
Interquartile range (IQR)	88.5

Descriptive statistics

Standard deviation	148.05947
Coefficient of variation (CV)	1.1911634
Kurtosis	-0.64583396
Mean	124.2982
Median Absolute Deviation (MAD)	19.95
Skewness	1.0691193
Sum	12429.82
Variance	21921.606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
380.1	10	10.0%
388.0	10	10.0%
103.8	9	9.0%
25.4	9	9.0%
89.32	8	8.0%
14.91	8	8.0%
17.84	8	8.0%
100.2	8	8.0%
5.45	6	6.0%
12.9	6	6.0%
Other values (4)	18	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.45	6	6.0%
12.9	6	6.0%
14.91	8	8.0%
15.3	6	6.0%
17.84	8	8.0%
22.48	2	2.0%
22.8	6	6.0%
25.4	9	9.0%
89.32	8	8.0%
100.2	8	8.0%

Value	Count	Frequency (%)
388.0	10	10.0%
380.1	10	10.0%
356.05	4	4.0%
103.8	9	9.0%
100.2	8	8.0%
89.32	8	8.0%
25.4	9	9.0%
22.8	6	6.0%
22.48	2	2.0%
17.84	8	8.0%

측정일
Categorical

CONSTANT

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

20200601	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20200601
2nd row	20200601
3rd row	20200601
4th row	20200601
5th row	20200601

Common Values

Value	Count	Frequency (%)
20200601	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20200601	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	80
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	242.34

Minimum	0
Maximum	798
Zeros	13
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	112.25
median	213
Q3	326.5
95-th percentile	625.85
Maximum	798
Range	798
Interquartile range (IQR)	214.25

Descriptive statistics

Standard deviation	194.5757
Coefficient of variation (CV)	0.80290375
Kurtosis	0.13294106
Mean	242.34
Median Absolute Deviation (MAD)	115
Skewness	0.82620465
Sum	24234
Variance	37859.701
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13	13.0%
295	2	2.0%
229	2	2.0%
121	2	2.0%
142	2	2.0%
282	2	2.0%
207	2	2.0%
152	2	2.0%
6	2	2.0%
682	1	1.0%
Other values (70)	70	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	13.0%
6	2	2.0%
14	1	1.0%
36	1	1.0%
38	1	1.0%
43	1	1.0%
61	1	1.0%
77	1	1.0%
84	1	1.0%
86	1	1.0%

Value	Count	Frequency (%)
798	1	1.0%
752	1	1.0%
682	1	1.0%
656	1	1.0%
642	1	1.0%
625	1	1.0%
616	1	1.0%
596	1	1.0%
575	1	1.0%
553	1	1.0%

평균 속도(km)
Real number (ℝ)

ZEROS

Distinct	87
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.3846

Minimum	0
Maximum	126.5
Zeros	13
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	77.1475
median	84.825
Q3	94.19
95-th percentile	109.594
Maximum	126.5
Range	126.5
Interquartile range (IQR)	17.0425

Descriptive statistics

Standard deviation	32.106186
Coefficient of variation (CV)	0.41489116
Kurtosis	1.8495744
Mean	77.3846
Median Absolute Deviation (MAD)	8.645
Skewness	-1.6625394
Sum	7738.46
Variance	1030.8072
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	13	13.0%
97.25	2	2.0%
97.19	1	1.0%
80.7	1	1.0%
85.3	1	1.0%
75.85	1	1.0%
94.4	1	1.0%
92.75	1	1.0%
90.92	1	1.0%
91.0	1	1.0%
Other values (77)	77	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	13	13.0%
68.77	1	1.0%
68.81	1	1.0%
68.97	1	1.0%
70.66	1	1.0%
71.78	1	1.0%
71.88	1	1.0%
72.88	1	1.0%
75.59	1	1.0%
75.85	1	1.0%

Value	Count	Frequency (%)
126.5	1	1.0%
121.88	1	1.0%
114.25	1	1.0%
113.62	1	1.0%
111.38	1	1.0%
109.5	1	1.0%
109.38	1	1.0%
108.25	1	1.0%
108.0	1	1.0%
105.25	1	1.0%

위도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.490094

Minimum	37.158778
Maximum	37.877222
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	37.158778
5-th percentile	37.158778
Q1	37.38814
median	37.428889
Q3	37.720556
95-th percentile	37.877222
Maximum	37.877222
Range	0.71844444
Interquartile range (IQR)	0.33241556

Descriptive statistics

Standard deviation	0.21836956
Coefficient of variation (CV)	0.0058247268
Kurtosis	-0.8497602
Mean	37.490094
Median Absolute Deviation (MAD)	0.09542222
Skewness	0.32316117
Sum	3749.0094
Variance	0.047685263
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
37.15877778	10	10.0%
37.22611111	10	10.0%
37.38814	9	9.0%
37.42611111	9	9.0%
37.81555556	8	8.0%
37.87722222	8	8.0%
37.52431111	8	8.0%
37.41777778	8	8.0%
37.72527778	6	6.0%
37.72055556	6	6.0%
Other values (4)	18	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37.15877778	10	10.0%
37.22611111	10	10.0%
37.38814	9	9.0%
37.41777778	8	8.0%
37.42611111	9	9.0%
37.42888889	6	6.0%
37.42906868	6	6.0%
37.47277778	4	4.0%
37.51972222	2	2.0%
37.52431111	8	8.0%

Value	Count	Frequency (%)
37.87722222	8	8.0%
37.81555556	8	8.0%
37.72527778	6	6.0%
37.72055556	6	6.0%
37.52431111	8	8.0%
37.51972222	2	2.0%
37.47277778	4	4.0%
37.42906868	6	6.0%
37.42888889	6	6.0%
37.42611111	9	9.0%

경도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.017

Minimum	126.76357
Maximum	127.28778
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	126.76357
5-th percentile	126.76357
Q1	126.85489
median	127.08833
Q3	127.23167
95-th percentile	127.28778
Maximum	127.28778
Range	0.5242111
Interquartile range (IQR)	0.3767767

Descriptive statistics

Standard deviation	0.18430757
Coefficient of variation (CV)	0.0014510464
Kurtosis	-1.6130395
Mean	127.017
Median Absolute Deviation (MAD)	0.1922222
Skewness	0.083838002
Sum	12701.7
Variance	0.033969281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
127.0883333	10	10.0%
127.10833329999998	10	10.0%
126.85489	9	9.0%
126.8961111	9	9.0%
127.2547222	8	8.0%
127.23166670000002	8	8.0%
126.7635667	8	8.0%
126.8294444	8	8.0%
127.1530556	6	6.0%
127.2877778	6	6.0%
Other values (4)	18	18.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.7635667	8	8.0%
126.7997222	6	6.0%
126.8177778	2	2.0%
126.8294444	8	8.0%
126.85489	9	9.0%
126.8777058	6	6.0%
126.8961111	9	9.0%
127.0883333	10	10.0%
127.10833329999998	10	10.0%
127.1530556	6	6.0%

Value	Count	Frequency (%)
127.2877778	6	6.0%
127.2547222	8	8.0%
127.2486111	4	4.0%
127.23166670000002	8	8.0%
127.1530556	6	6.0%
127.10833329999998	10	10.0%
127.0883333	10	10.0%
126.8961111	9	9.0%
126.8777058	6	6.0%
126.85489	9	9.0%

기울기(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0365

Minimum	-3.25
Maximum	3.12
Zeros	0
Zeros (%)	0.0%
Negative	51
Negative (%)	51.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-3.25
5-th percentile	-2.21
Q1	-0.66
median	-0.01
Q3	0.595
95-th percentile	2.33
Maximum	3.12
Range	6.37
Interquartile range (IQR)	1.255

Descriptive statistics

Standard deviation	1.3042513
Coefficient of variation (CV)	-35.732912
Kurtosis	0.041175536
Mean	-0.0365
Median Absolute Deviation (MAD)	0.65
Skewness	0.0079625423
Sum	-3.65
Variance	1.7010715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
-1.51	7	7.0%
0.57	5	5.0%
-2.21	5	5.0%
-0.55	5	5.0%
0.56	5	5.0%
-0.66	5	5.0%
0.67	5	5.0%
1.46	4	4.0%
2.33	4	4.0%
1.45	4	4.0%
Other values (16)	51	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.25	2	2.0%
-2.21	5	5.0%
-2.03	3	3.0%
-1.51	7	7.0%
-1.35	4	4.0%
-0.83	2	2.0%
-0.66	5	5.0%
-0.55	5	5.0%
-0.54	4	4.0%
-0.3	3	3.0%

Value	Count	Frequency (%)
3.12	2	2.0%
2.33	4	4.0%
2.0	3	3.0%
1.46	4	4.0%
1.45	4	4.0%
1.24	3	3.0%
0.67	5	5.0%
0.57	5	5.0%
0.56	5	5.0%
0.26	3	3.0%

CO(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	112.9818

Minimum	0
Maximum	445.25
Zeros	13
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	36.4275
median	93.77
Q3	163.0275
95-th percentile	298.8855
Maximum	445.25
Range	445.25
Interquartile range (IQR)	126.6

Descriptive statistics

Standard deviation	100.22916
Coefficient of variation (CV)	0.88712658
Kurtosis	0.83874106
Mean	112.9818
Median Absolute Deviation (MAD)	62.525
Skewness	1.0868488
Sum	11298.18
Variance	10045.884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	13	13.0%
280.66	1	1.0%
291.04	1	1.0%
110.52	1	1.0%
136.68	1	1.0%
306.78	1	1.0%
222.08	1	1.0%
270.48	1	1.0%
224.08	1	1.0%
1.94	1	1.0%
Other values (78)	78	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	13	13.0%
1.94	1	1.0%
2.18	1	1.0%
2.28	1	1.0%
11.66	1	1.0%
22.8	1	1.0%
23.8	1	1.0%
26.26	1	1.0%
27.16	1	1.0%
27.26	1	1.0%

Value	Count	Frequency (%)
445.25	1	1.0%
394.3	1	1.0%
375.06	1	1.0%
336.28	1	1.0%
306.78	1	1.0%
298.47	1	1.0%
291.04	1	1.0%
280.66	1	1.0%
270.48	1	1.0%
269.38	1	1.0%

NOX(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.8882

Minimum	0
Maximum	780.58
Zeros	13
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	26.91
median	89.305
Q3	161.5475
95-th percentile	434.4175
Maximum	780.58
Range	780.58
Interquartile range (IQR)	134.6375

Descriptive statistics

Standard deviation	142.79542
Coefficient of variation (CV)	1.1253641
Kurtosis	4.7062062
Mean	126.8882
Median Absolute Deviation (MAD)	65.005
Skewness	1.9723567
Sum	12688.82
Variance	20390.533
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	13	13.0%
305.15	1	1.0%
225.83	1	1.0%
266.4	1	1.0%
157.76	1	1.0%
535.82	1	1.0%
555.36	1	1.0%
231.44	1	1.0%
222.39	1	1.0%
1.2	1	1.0%
Other values (78)	78	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	13	13.0%
1.2	1	1.0%
1.71	1	1.0%
1.74	1	1.0%
7.2	1	1.0%
12.92	1	1.0%
17.48	1	1.0%
17.66	1	1.0%
18.27	1	1.0%
23.89	1	1.0%

Value	Count	Frequency (%)
780.58	1	1.0%
555.36	1	1.0%
535.82	1	1.0%
452.05	1	1.0%
450.14	1	1.0%
433.59	1	1.0%
425.06	1	1.0%
398.2	1	1.0%
355.58	1	1.0%
321.64	1	1.0%

HC(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.1412

Minimum	0
Maximum	81.28
Zeros	13
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.9225
median	10.21
Q3	20.22
95-th percentile	48.422
Maximum	81.28
Range	81.28
Interquartile range (IQR)	17.2975

Descriptive statistics

Standard deviation	15.541233
Coefficient of variation (CV)	1.0990038
Kurtosis	3.7650263
Mean	14.1412
Median Absolute Deviation (MAD)	7.79
Skewness	1.8206618
Sum	1414.12
Variance	241.52993
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	13	13.0%
0.14	2	2.0%
38.85	1	1.0%
23.8	1	1.0%
16.84	1	1.0%
61.31	1	1.0%
55.96	1	1.0%
23.44	1	1.0%
20.17	1	1.0%
81.28	1	1.0%
Other values (77)	77	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	13	13.0%
0.14	2	2.0%
0.18	1	1.0%
0.83	1	1.0%
1.69	1	1.0%
1.9	1	1.0%
1.91	1	1.0%
1.99	1	1.0%
2.06	1	1.0%
2.22	1	1.0%

Value	Count	Frequency (%)
81.28	1	1.0%
61.31	1	1.0%
55.96	1	1.0%
49.15	1	1.0%
48.65	1	1.0%
48.41	1	1.0%
46.36	1	1.0%
45.69	1	1.0%
44.22	1	1.0%
38.85	1	1.0%

PM(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	76
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.3055

Minimum	0
Maximum	79.94
Zeros	20
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2175
median	3.685
Q3	10.0625
95-th percentile	28.037
Maximum	79.94
Range	79.94
Interquartile range (IQR)	9.845

Descriptive statistics

Standard deviation	11.720797
Coefficient of variation (CV)	1.6043798
Kurtosis	16.615767
Mean	7.3055
Median Absolute Deviation (MAD)	3.585
Skewness	3.5200446
Sum	730.55
Variance	137.37707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	20	20.0%
6.5	2	2.0%
0.12	2	2.0%
5.38	2	2.0%
10.06	2	2.0%
0.1	2	2.0%
17.01	1	1.0%
6.75	1	1.0%
17.1	1	1.0%
10.07	1	1.0%
Other values (66)	66	66.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	20	20.0%
0.1	2	2.0%
0.12	2	2.0%
0.21	1	1.0%
0.22	1	1.0%
0.24	1	1.0%
0.33	1	1.0%
0.36	1	1.0%
0.38	1	1.0%
0.45	1	1.0%

Value	Count	Frequency (%)
79.94	1	1.0%
54.7	1	1.0%
35.15	1	1.0%
32.18	1	1.0%
29.31	1	1.0%
27.97	1	1.0%
24.33	1	1.0%
24.23	1	1.0%
22.42	1	1.0%
18.94	1	1.0%

CO2(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	88
Distinct (%)	88.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34364.377

Minimum	0
Maximum	125930.89
Zeros	13
Zeros (%)	13.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13995.162
median	29969.345
Q3	45668.12
95-th percentile	93803.006
Maximum	125930.89
Range	125930.89
Interquartile range (IQR)	31672.957

Descriptive statistics

Standard deviation	29363.046
Coefficient of variation (CV)	0.85446178
Kurtosis	0.68558568
Mean	34364.377
Median Absolute Deviation (MAD)	16028.48
Skewness	1.0276252
Sum	3436437.7
Variance	8.6218849 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	13	13.0%
75672.57	1	1.0%
93770.22	1	1.0%
34236.1	1	1.0%
42667.92	1	1.0%
83032.63	1	1.0%
64851.52	1	1.0%
85085.79	1	1.0%
70155.77	1	1.0%
662.22	1	1.0%
Other values (78)	78	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	13	13.0%
662.22	1	1.0%
801.64	1	1.0%
1102.16	1	1.0%
3973.32	1	1.0%
6096.5	1	1.0%
6136.52	1	1.0%
9881.14	1	1.0%
9899.84	1	1.0%
10949.29	1	1.0%

Value	Count	Frequency (%)
125930.89	1	1.0%
116261.42	1	1.0%
109850.81	1	1.0%
104777.69	1	1.0%
94425.94	1	1.0%
93770.22	1	1.0%
85085.79	1	1.0%
83032.63	1	1.0%
82434.66	1	1.0%
78495.07	1	1.0%

주소
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경기 화성시 동탄면 송리	10
경기 용인시 기흥구 기흥동	10
경기 시흥시 논곡동	9
경기 안양시 만안구 석수동	9
인천 부평구 일신동	8
Other values (9)	54

Length

Max length	14
Median length	10
Mean length	11.3
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	인천 부평구 일신동
2nd row	인천 부평구 일신동
3rd row	인천 부평구 일신동
4th row	인천 부평구 일신동
5th row	인천 부평구 일신동

Common Values

Value	Count	Frequency (%)
경기 화성시 동탄면 송리	10	10.0%
경기 용인시 기흥구 기흥동	10	10.0%
경기 시흥시 논곡동	9	9.0%
경기 안양시 만안구 석수동	9	9.0%
인천 부평구 일신동	8	8.0%
인천 부평구 갈산동	8	8.0%
경기 부천시오정구 삼정동	8	8.0%
경기 시흥시 매화동	8	8.0%
인천 연수구 선학동	6	6.0%
경기 시흥시 신천동	6	6.0%
Other values (4)	18	18.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기	78	23.7%
시흥시	29	8.8%
인천	22	6.7%
부평구	16	4.9%
동탄면	10	3.0%
송리	10	3.0%
용인시	10	3.0%
기흥구	10	3.0%
기흥동	10	3.0%
화성시	10	3.0%
Other values (19)	124	37.7%

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	0.969	0.000	0.000	0.988	0.921	0.492	0.502	0.875	0.884	0.864	0.316	0.149	0.203	0.000	0.384	0.969
지점	0.969	1.000	0.000	0.000	1.000	1.000	0.432	0.543	1.000	1.000	0.903	0.238	0.000	0.000	0.000	0.370	1.000
방향	0.000	0.000	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.307	0.000	0.105	0.000	0.000	0.090	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.093	0.554	0.573	0.000	0.000	0.000	0.579	0.503	0.520	0.408	0.625	0.000
측정구간	0.988	1.000	1.000	0.000	1.000	1.000	0.371	0.349	1.000	1.000	1.000	0.307	0.000	0.000	0.000	0.492	1.000
장비이정(km)	0.921	1.000	0.000	0.093	1.000	1.000	0.422	0.511	0.962	0.872	0.761	0.318	0.319	0.374	0.315	0.451	1.000
차량통과수(대)	0.492	0.432	0.000	0.554	0.371	0.422	1.000	0.577	0.446	0.313	0.277	0.901	0.664	0.620	0.616	0.939	0.432
평균 속도(km)	0.502	0.543	0.000	0.573	0.349	0.511	0.577	1.000	0.356	0.261	0.000	0.552	0.515	0.520	0.097	0.530	0.543
위도(°)	0.875	1.000	0.000	0.000	1.000	0.962	0.446	0.356	1.000	0.875	0.790	0.316	0.000	0.000	0.000	0.405	1.000
경도(°)	0.884	1.000	0.000	0.000	1.000	0.872	0.313	0.261	0.875	1.000	0.684	0.246	0.000	0.091	0.226	0.320	1.000
기울기(°)	0.864	0.903	0.307	0.000	1.000	0.761	0.277	0.000	0.790	0.684	1.000	0.000	0.000	0.000	0.185	0.093	0.903
CO(g/km)	0.316	0.238	0.000	0.579	0.307	0.318	0.901	0.552	0.316	0.246	0.000	1.000	0.819	0.810	0.778	0.967	0.238
NOX(g/km)	0.149	0.000	0.105	0.503	0.000	0.319	0.664	0.515	0.000	0.000	0.000	0.819	1.000	0.987	0.877	0.757	0.000
HC(g/km)	0.203	0.000	0.000	0.520	0.000	0.374	0.620	0.520	0.000	0.091	0.000	0.810	0.987	1.000	0.885	0.756	0.000
PM(g/km)	0.000	0.000	0.000	0.408	0.000	0.315	0.616	0.097	0.000	0.226	0.185	0.778	0.877	0.885	1.000	0.761	0.000
CO2(g/km)	0.384	0.370	0.090	0.625	0.492	0.451	0.939	0.530	0.405	0.320	0.093	0.967	0.757	0.756	0.761	1.000	0.370
주소	0.969	1.000	0.000	0.000	1.000	1.000	0.432	0.543	1.000	1.000	0.903	0.238	0.000	0.000	0.000	0.370	1.000

Heatmap
Table

	차선	주소	측정구간	지점	방향
차선	1.000	0.000	0.000	0.000	0.000
주소	0.000	1.000	0.921	1.000	0.000
측정구간	0.000	0.921	1.000	0.921	0.863
지점	0.000	1.000	0.921	1.000	0.000
방향	0.000	0.000	0.863	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	0.528	-0.157	-0.140	-0.706	-0.506	-0.032	-0.135	-0.116	-0.115	-0.141	-0.137	0.844	0.000	0.000	0.833	0.844
장비이정(km)	0.528	1.000	0.033	-0.131	-0.799	-0.051	-0.009	0.045	0.036	0.028	-0.011	0.051	0.942	0.000	0.066	0.868	0.942
차량통과수(대)	-0.157	0.033	1.000	0.242	0.066	0.028	0.105	0.959	0.829	0.838	0.688	0.975	0.182	0.000	0.253	0.117	0.182
평균 속도(km)	-0.140	-0.131	0.242	1.000	0.079	-0.115	0.064	0.083	0.006	-0.020	-0.093	0.136	0.288	0.000	0.431	0.132	0.288
위도(°)	-0.706	-0.799	0.066	0.079	1.000	0.370	0.005	0.050	0.021	0.047	0.091	0.040	0.957	0.000	0.000	0.881	0.957
경도(°)	-0.506	-0.051	0.028	-0.115	0.370	1.000	0.031	0.058	0.044	0.052	0.088	0.039	0.962	0.000	0.000	0.886	0.962
기울기(°)	-0.032	-0.009	0.105	0.064	0.005	0.031	1.000	0.067	0.028	0.040	0.059	0.068	0.651	0.224	0.000	0.901	0.651
CO(g/km)	-0.135	0.045	0.959	0.083	0.050	0.058	0.067	1.000	0.938	0.949	0.831	0.994	0.088	0.000	0.269	0.090	0.088
NOX(g/km)	-0.116	0.036	0.829	0.006	0.021	0.044	0.028	0.938	1.000	0.992	0.946	0.921	0.000	0.097	0.312	0.000	0.000
HC(g/km)	-0.115	0.028	0.838	-0.020	0.047	0.052	0.040	0.949	0.992	1.000	0.936	0.926	0.000	0.000	0.325	0.000	0.000
PM(g/km)	-0.141	-0.011	0.688	-0.093	0.091	0.088	0.059	0.831	0.946	0.936	1.000	0.806	0.000	0.000	0.272	0.000	0.000
CO2(g/km)	-0.137	0.051	0.975	0.136	0.040	0.039	0.068	0.994	0.921	0.926	0.806	1.000	0.150	0.058	0.298	0.173	0.150
지점	0.844	0.942	0.182	0.288	0.957	0.962	0.651	0.088	0.000	0.000	0.000	0.150	1.000	0.000	0.000	0.921	1.000
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.224	0.000	0.097	0.000	0.000	0.058	0.000	1.000	0.000	0.863	0.000
차선	0.000	0.066	0.253	0.431	0.000	0.000	0.000	0.269	0.312	0.325	0.272	0.298	0.000	0.000	1.000	0.000	0.000
측정구간	0.833	0.868	0.117	0.132	0.881	0.886	0.901	0.090	0.000	0.000	0.000	0.173	0.921	0.863	0.000	1.000	0.921
주소	0.844	0.942	0.182	0.288	0.957	0.962	0.651	0.088	0.000	0.000	0.000	0.150	1.000	0.000	0.000	0.921	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-1000-0893S-8	S	4	장수IC-송내IC	89.32	20200601	517	81.28	37.815556	127.254722	1.46	280.66	305.15	38.85	17.01	75672.57	인천 부평구 일신동
1	2	도로공사	A-1000-0893S-8	S	1	장수IC-송내IC	89.32	20200601	387	108.25	37.815556	127.254722	1.46	111.74	72.52	7.86	0.33	40654.54	인천 부평구 일신동
2	3	도로공사	A-1000-0893S-8	S	2	장수IC-송내IC	89.32	20200601	642	92.17	37.815556	127.254722	1.46	394.3	398.2	49.15	79.94	125930.89	인천 부평구 일신동
3	4	도로공사	A-1000-0893S-8	S	3	장수IC-송내IC	89.32	20200601	596	85.08	37.815556	127.254722	1.46	298.47	425.06	45.69	27.97	94425.94	인천 부평구 일신동
4	5	도로공사	A-1000-0893S-8	E	1	송내IC-장수IC	89.32	20200601	0	0.0	37.815556	127.254722	-1.51	0.0	0.0	0.0	0.0	0.0	인천 부평구 일신동
5	6	도로공사	A-1000-0893S-8	E	2	송내IC-장수IC	89.32	20200601	452	92.58	37.815556	127.254722	-1.51	180.13	124.23	15.07	6.5	58713.39	인천 부평구 일신동
6	7	도로공사	A-1000-0893S-8	E	3	송내IC-장수IC	89.32	20200601	477	79.45	37.815556	127.254722	-1.51	233.1	192.63	26.22	6.57	64209.73	인천 부평구 일신동
7	8	도로공사	A-1000-0893S-8	E	4	송내IC-장수IC	89.32	20200601	142	82.62	37.815556	127.254722	-1.51	53.6	32.48	4.11	0.36	17049.05	인천 부평구 일신동
8	9	도로공사	A-1100-0054E-6	S	1	남동IC-문학IC	5.45	20200601	184	99.12	37.725278	127.153056	2.0	60.72	41.15	4.48	0.45	20747.89	인천 연수구 선학동
9	10	도로공사	A-1100-0054E-6	S	2	남동IC-문학IC	5.45	20200601	325	81.59	37.725278	127.153056	2.0	162.12	213.28	24.63	10.06	45332.17	인천 연수구 선학동

	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-1100-0249S-9	S	2	석수IC-일직JC	25.4	20200601	207	86.83	37.426111	126.896111	-0.54	84.96	62.71	8.03	3.15	26727.52	경기 안양시 만안구 석수동
91	92	도로공사	A-1100-0249S-9	S	3	석수IC-일직JC	25.4	20200601	152	72.88	37.426111	126.896111	-0.54	74.45	61.67	7.7	2.75	20796.97	경기 안양시 만안구 석수동
92	93	도로공사	A-1100-0249S-9	S	4	석수IC-일직JC	25.4	20200601	137	68.81	37.426111	126.896111	-0.54	76.06	56.0	7.21	2.23	19923.95	경기 안양시 만안구 석수동
93	94	도로공사	A-1100-0249S-9	E	1	일직JC-석수IC	25.4	20200601	95	108.0	37.426111	126.896111	0.57	27.26	17.48	1.9	0.0	9881.14	경기 안양시 만안구 석수동
94	95	도로공사	A-1100-0249S-9	E	2	일직JC-석수IC	25.4	20200601	0	0.0	37.426111	126.896111	0.57	0.0	0.0	0.0	0.0	0.0	경기 안양시 만안구 석수동
95	96	도로공사	A-1100-0249S-9	E	3	일직JC-석수IC	25.4	20200601	282	71.78	37.426111	126.896111	0.57	163.98	145.91	19.73	6.33	42677.6	경기 안양시 만안구 석수동
96	97	도로공사	A-1100-0249S-9	E	4	일직JC-석수IC	25.4	20200601	355	68.77	37.426111	126.896111	0.57	232.52	131.42	22.2	4.16	55660.34	경기 안양시 만안구 석수동
97	98	도로공사	A-1100-0249S-9	E	5	일직JC-석수IC	25.4	20200601	43	71.88	37.426111	126.896111	0.57	22.8	12.92	1.99	0.38	6136.52	경기 안양시 만안구 석수동
98	99	도로공사	A-1200-0224S-8	S	1	신월IC-부천IC	22.48	20200601	496	102.17	37.519722	126.817778	-0.83	162.71	105.85	11.84	1.1	55949.33	경기 부천시 고강동
99	100	도로공사	A-1200-0224S-8	S	2	신월IC-부천IC	22.48	20200601	616	83.9	37.519722	126.817778	-0.83	242.95	172.91	20.7	5.18	75893.22	경기 부천시 고강동

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