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 `지점` and 2 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 `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 `위도(°)` and 3 other fields	High correlation
`기울기(°)` is highly overall correlated with `지점` and 3 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 `기울기(°)` and 1 other fields	High correlation
`측정구간` is highly overall correlated with `기본키` and 7 other fields	High correlation
`기본키` has unique values	Unique
`차량통과수(대)` has 9 (9.0%) zeros	Zeros
`평균 속도(km)` has 9 (9.0%) zeros	Zeros
`CO(g/km)` has 9 (9.0%) zeros	Zeros
`NOX(g/km)` has 9 (9.0%) zeros	Zeros
`HC(g/km)` has 9 (9.0%) zeros	Zeros
`PM(g/km)` has 21 (21.0%) zeros	Zeros
`CO2(g/km)` has 9 (9.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:57:09.050473
Analysis finished	2023-12-10 11:57:29.427625
Duration	20.38 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	20
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

A-0100-1312S-8	8
A-0100-1592S-6	8
A-0100-1080S-8	8
A-0010-0083E-6	6
A-0100-1501S-6	6
Other values (15)	64

Length

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

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

1st row	A-0351-0045S-4
2nd row	A-0351-0045S-4
3rd row	A-0351-0045S-4
4th row	A-0351-0045S-4
5th row	A-0010-0538E-6

Common Values

Value	Count	Frequency (%)
A-0100-1312S-8	8	8.0%
A-0100-1592S-6	8	8.0%
A-0100-1080S-8	8	8.0%
A-0010-0083E-6	6	6.0%
A-0100-1501S-6	6	6.0%
A-0550-0058E-6	6	6.0%
A-0010-0538E-6	6	6.0%
A-5510-0116E-6	6	6.0%
A-6000-0396E-4	5	5.0%
A-0351-0165S-4	4	4.0%
Other values (10)	37	37.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a-0100-1312s-8	8	8.0%
a-0100-1080s-8	8	8.0%
a-0100-1592s-6	8	8.0%
a-0010-0083e-6	6	6.0%
a-0100-1501s-6	6	6.0%
a-0550-0058e-6	6	6.0%
a-0010-0538e-6	6	6.0%
a-5510-0116e-6	6	6.0%
a-6000-0396e-4	5	5.0%
a-5510-0085e-4	4	4.0%
Other values (10)	37	37.0%

방향
Categorical

HIGH CORRELATION

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

E	51
S	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	E
4th row	E
5th row	S

Common Values

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

Length

Histogram of lengths of the category

Common Values (Plot)

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

차선
Categorical

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

1	39
2	38
3	17
4	5
5	1

Length

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

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	39	39.0%
2	38	38.0%
3	17	17.0%
4	5	5.0%
5	1	1.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	39	39.0%
2	38	38.0%
3	17	17.0%
4	5	5.0%
5	1	1.0%

측정구간
Categorical

HIGH CORRELATION

Distinct	37
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

산인JC-함안IC	6
함안IC-산인JC	6
김해JC-북부산TG	5
동창원IC-창원JC	4
창원JC-동창원IC	4
Other values (32)	75

Length

Max length	11
Median length	10
Mean length	9.64
Min length	9

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

1st row	동고성IC-북통영IC
2nd row	동고성IC-북통영IC
3rd row	북통영IC-동고성IC
4th row	북통영IC-동고성IC
5th row	활천IC-언양JC

Common Values

Value	Count	Frequency (%)
산인JC-함안IC	6	6.0%
함안IC-산인JC	6	6.0%
김해JC-북부산TG	5	5.0%
동창원IC-창원JC	4	4.0%
창원JC-동창원IC	4	4.0%
대동IC-초정IC	3	3.0%
양산JC-노포JC	3	3.0%
금정IC-기장철마IC	3	3.0%
노포JC-양산JC	3	3.0%
냉정JC-서김해IC	3	3.0%
Other values (27)	60	60.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
산인jc-함안ic	6	6.0%
함안ic-산인jc	6	6.0%
김해jc-북부산tg	5	5.0%
동창원ic-창원jc	4	4.0%
창원jc-동창원ic	4	4.0%
초정ic-대동ic	3	3.0%
언양jc-활천ic	3	3.0%
서김해ic-냉정jc	3	3.0%
북부산tg-김해jc	3	3.0%
대동jc-물금ic	3	3.0%
Other values (27)	60	60.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.5403

Minimum	4.5
Maximum	159.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	4.5
5-th percentile	5.8
Q1	11.6
median	52.4
Q3	112.4
95-th percentile	159.2
Maximum	159.2
Range	154.7
Interquartile range (IQR)	100.8

Descriptive statistics

Standard deviation	55.274561
Coefficient of variation (CV)	0.84336753
Kurtosis	-1.3625316
Mean	65.5403
Median Absolute Deviation (MAD)	46.17
Skewness	0.43057227
Sum	6554.03
Variance	3055.2771
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
131.2	8	8.0%
108.0	8	8.0%
159.2	8	8.0%
8.3	6	6.0%
150.1	6	6.0%
5.8	6	6.0%
53.4	6	6.0%
11.6	6	6.0%
39.61	5	5.0%
4.5	4	4.0%
Other values (10)	37	37.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	4	4.0%
5.8	6	6.0%
6.23	4	4.0%
8.3	6	6.0%
8.5	4	4.0%
11.6	6	6.0%
16.5	4	4.0%
26.69	4	4.0%
39.0	4	4.0%
39.61	5	5.0%

Value	Count	Frequency (%)
159.2	8	8.0%
150.1	6	6.0%
131.2	8	8.0%
112.4	4	4.0%
108.0	8	8.0%
107.8	4	4.0%
64.2	4	4.0%
53.4	6	6.0%
52.4	4	4.0%
40.7	1	1.0%

측정일
Categorical

CONSTANT

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

20200201	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20200201
2nd row	20200201
3rd row	20200201
4th row	20200201
5th row	20200201

Common Values

Value	Count	Frequency (%)
20200201	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20200201	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	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.12

Minimum	0
Maximum	73
Zeros	9
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	13.75
median	28
Q3	41
95-th percentile	69.05
Maximum	73
Range	73
Interquartile range (IQR)	27.25

Descriptive statistics

Standard deviation	19.554265
Coefficient of variation (CV)	0.67150636
Kurtosis	-0.34271147
Mean	29.12
Median Absolute Deviation (MAD)	13.5
Skewness	0.49131987
Sum	2912
Variance	382.36929
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9	9.0%
30	4	4.0%
21	4	4.0%
41	4	4.0%
28	4	4.0%
13	4	4.0%
24	3	3.0%
8	3	3.0%
29	3	3.0%
35	3	3.0%
Other values (40)	59	59.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	9	9.0%
1	1	1.0%
3	2	2.0%
7	1	1.0%
8	3	3.0%
9	1	1.0%
10	1	1.0%
11	1	1.0%
12	2	2.0%
13	4	4.0%

Value	Count	Frequency (%)
73	1	1.0%
72	2	2.0%
71	1	1.0%
70	1	1.0%
69	1	1.0%
66	1	1.0%
65	1	1.0%
63	1	1.0%
62	1	1.0%
58	1	1.0%

평균 속도(km)
Real number (ℝ)

ZEROS

Distinct	76
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	88.5755

Minimum	0
Maximum	140
Zeros	9
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	84.7125
median	93.985
Q3	103.33
95-th percentile	120.329
Maximum	140
Range	140
Interquartile range (IQR)	18.6175

Descriptive statistics

Standard deviation	30.737922
Coefficient of variation (CV)	0.3470251
Kurtosis	3.8211749
Mean	88.5755
Median Absolute Deviation (MAD)	9.345
Skewness	-2.0036792
Sum	8857.55
Variance	944.81986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	9	9.0%
100.0	4	4.0%
87.0	3	3.0%
109.0	2	2.0%
99.0	2	2.0%
114.0	2	2.0%
103.33	2	2.0%
103.0	2	2.0%
101.25	2	2.0%
91.0	2	2.0%
Other values (66)	70	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	9	9.0%
74.4	1	1.0%
75.14	1	1.0%
75.5	1	1.0%
77.25	1	1.0%
78.37	1	1.0%
79.29	1	1.0%
80.8	1	1.0%
81.0	1	1.0%
81.38	1	1.0%

Value	Count	Frequency (%)
140.0	1	1.0%
128.0	1	1.0%
125.0	1	1.0%
124.2	1	1.0%
120.5	1	1.0%
120.32	1	1.0%
120.13	1	1.0%
117.0	2	2.0%
115.5	1	1.0%
114.0	2	2.0%

위도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.332211

Minimum	34.889167
Maximum	35.840833
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	34.889167
5-th percentile	34.983889
Q1	35.223611
median	35.274167
Q3	35.306944
95-th percentile	35.835819
Maximum	35.840833
Range	0.95166666
Interquartile range (IQR)	0.08333333

Descriptive statistics

Standard deviation	0.24742538
Coefficient of variation (CV)	0.0070028275
Kurtosis	0.0033303182
Mean	35.332211
Median Absolute Deviation (MAD)	0.05055556
Skewness	0.78425807
Sum	3533.2211
Variance	0.061219318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
35.22361111	14	14.0%
35.2725	8	8.0%
35.27888889	8	8.0%
35.30694444	6	6.0%
35.2425	6	6.0%
35.68194444	6	6.0%
35.29388889	6	6.0%
35.84083333	5	5.0%
34.88916667	4	4.0%
35.27694444	4	4.0%
Other values (9)	33	33.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.88916667	4	4.0%
34.98388889	4	4.0%
35.02027778	1	1.0%
35.09166667	4	4.0%
35.16055556	4	4.0%
35.22361111	14	14.0%
35.23972222	4	4.0%
35.2425	6	6.0%
35.2725	8	8.0%
35.27416667	4	4.0%

Value	Count	Frequency (%)
35.84083333	5	5.0%
35.83555556	4	4.0%
35.77111111	4	4.0%
35.68194444	6	6.0%
35.55305556	4	4.0%
35.30694444	6	6.0%
35.29388889	6	6.0%
35.27888889	8	8.0%
35.27694444	4	4.0%
35.27416667	4	4.0%

경도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.81692

Minimum	127.76028
Maximum	130.08667
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	127.76028
5-th percentile	127.98349
Q1	128.42486
median	128.835
Q3	129.10132
95-th percentile	129.83139
Maximum	130.08667
Range	2.3263889
Interquartile range (IQR)	0.6764583

Descriptive statistics

Standard deviation	0.57729773
Coefficient of variation (CV)	0.0044815365
Kurtosis	-0.35026142
Mean	128.81692
Median Absolute Deviation (MAD)	0.4061111
Skewness	0.27015462
Sum	12881.692
Variance	0.33327267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
128.6713889	8	8.0%
128.4288889	8	8.0%
128.835	8	8.0%
129.0747222	6	6.0%
129.8313889	6	6.0%
128.9838889	6	6.0%
129.1811111	6	6.0%
129.0072222	6	6.0%
129.3355556	5	5.0%
128.4127778	4	4.0%
Other values (10)	37	37.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.7602778	4	4.0%
127.8597222	1	1.0%
127.99	4	4.0%
128.0652778	4	4.0%
128.1725	4	4.0%
128.3697222	4	4.0%
128.4127778	4	4.0%
128.4288889	8	8.0%
128.45138889999998	4	4.0%
128.6713889	8	8.0%

Value	Count	Frequency (%)
130.08666670000002	4	4.0%
129.8313889	6	6.0%
129.51305559999997	4	4.0%
129.3355556	5	5.0%
129.1811111	6	6.0%
129.0747222	6	6.0%
129.0072222	6	6.0%
128.9838889	6	6.0%
128.9788889	4	4.0%
128.835	8	8.0%

기울기(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	37
Distinct (%)	37.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2927

Minimum	-5.44
Maximum	3.07
Zeros	0
Zeros (%)	0.0%
Negative	51
Negative (%)	51.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-5.44
5-th percentile	-5.44
Q1	-0.62
median	-0.02
Q3	0.75
95-th percentile	2.495
Maximum	3.07
Range	8.51
Interquartile range (IQR)	1.37

Descriptive statistics

Standard deviation	1.8286744
Coefficient of variation (CV)	-6.2476066
Kurtosis	2.0372228
Mean	-0.2927
Median Absolute Deviation (MAD)	0.63
Skewness	-1.1184795
Sum	-29.27
Variance	3.3440502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0.19	7	7.0%
-5.44	6	6.0%
-0.61	5	5.0%
-0.38	4	4.0%
-0.13	4	4.0%
3.07	3	3.0%
2.48	3	3.0%
0.75	3	3.0%
-0.31	3	3.0%
0.3	3	3.0%
Other values (27)	59	59.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.44	6	6.0%
-3.15	3	3.0%
-2.74	2	2.0%
-2.38	2	2.0%
-1.61	2	2.0%
-1.54	2	2.0%
-1.48	2	2.0%
-1.07	2	2.0%
-0.7	2	2.0%
-0.65	2	2.0%

Value	Count	Frequency (%)
3.07	3	3.0%
2.78	2	2.0%
2.48	3	3.0%
1.51	2	2.0%
1.45	2	2.0%
1.09	2	2.0%
0.99	2	2.0%
0.85	2	2.0%
0.84	1	1.0%
0.82	2	2.0%

CO(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	91
Distinct (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.6922

Minimum	0
Maximum	58.07
Zeros	9
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4.6725
median	12.82
Q3	22.7825
95-th percentile	35.374
Maximum	58.07
Range	58.07
Interquartile range (IQR)	18.11

Descriptive statistics

Standard deviation	12.409563
Coefficient of variation (CV)	0.84463616
Kurtosis	0.96680574
Mean	14.6922
Median Absolute Deviation (MAD)	8.545
Skewness	1.0397496
Sum	1469.22
Variance	153.99726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	9	9.0%
7.24	2	2.0%
18.58	1	1.0%
33.43	1	1.0%
8.61	1	1.0%
13.26	1	1.0%
48.9	1	1.0%
20.66	1	1.0%
15.46	1	1.0%
28.84	1	1.0%
Other values (81)	81	81.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	9	9.0%
0.61	1	1.0%
0.65	1	1.0%
1.3	1	1.0%
1.31	1	1.0%
2.14	1	1.0%
2.28	1	1.0%
2.7	1	1.0%
2.87	1	1.0%
3.16	1	1.0%

Value	Count	Frequency (%)
58.07	1	1.0%
49.64	1	1.0%
48.9	1	1.0%
39.64	1	1.0%
36.21	1	1.0%
35.33	1	1.0%
34.24	1	1.0%
33.43	1	1.0%
33.42	1	1.0%
32.2	1	1.0%

NOX(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	90
Distinct (%)	90.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.3088

Minimum	0
Maximum	265.59
Zeros	9
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	5.4625
median	14.88
Q3	38.5575
95-th percentile	124.426
Maximum	265.59
Range	265.59
Interquartile range (IQR)	33.095

Descriptive statistics

Standard deviation	51.366783
Coefficient of variation (CV)	1.4971897
Kurtosis	7.5438825
Mean	34.3088
Median Absolute Deviation (MAD)	12.905
Skewness	2.6506292
Sum	3430.88
Variance	2638.5464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	9	9.0%
21.48	2	2.0%
2.6	2	2.0%
6.8	1	1.0%
32.5	1	1.0%
241.07	1	1.0%
43.5	1	1.0%
22.32	1	1.0%
28.74	1	1.0%
28.49	1	1.0%
Other values (80)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	9	9.0%
0.45	1	1.0%
0.61	1	1.0%
0.99	1	1.0%
1.43	1	1.0%
1.74	1	1.0%
1.84	1	1.0%
1.93	1	1.0%
2.02	1	1.0%
2.6	2	2.0%

Value	Count	Frequency (%)
265.59	1	1.0%
241.07	1	1.0%
212.76	1	1.0%
201.02	1	1.0%
124.92	1	1.0%
124.4	1	1.0%
121.84	1	1.0%
119.92	1	1.0%
117.11	1	1.0%
112.3	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	2.8818

Minimum	0
Maximum	15.24
Zeros	9
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.37
median	1.405
Q3	3.6675
95-th percentile	9.9845
Maximum	15.24
Range	15.24
Interquartile range (IQR)	3.2975

Descriptive statistics

Standard deviation	3.5614403
Coefficient of variation (CV)	1.2358388
Kurtosis	2.7606545
Mean	2.8818
Median Absolute Deviation (MAD)	1.295
Skewness	1.7901168
Sum	288.18
Variance	12.683857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	9	9.0%
0.14	2	2.0%
0.37	2	2.0%
3.62	2	2.0%
1.06	2	2.0%
0.83	2	2.0%
0.69	2	2.0%
0.73	2	2.0%
2.1	2	2.0%
0.28	2	2.0%
Other values (72)	73	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	9	9.0%
0.04	1	1.0%
0.08	2	2.0%
0.12	1	1.0%
0.14	2	2.0%
0.2	1	1.0%
0.21	1	1.0%
0.22	1	1.0%
0.28	2	2.0%
0.3	1	1.0%

Value	Count	Frequency (%)
15.24	1	1.0%
14.35	1	1.0%
14.29	1	1.0%
12.95	1	1.0%
11.78	1	1.0%
9.89	1	1.0%
9.67	1	1.0%
9.58	1	1.0%
8.88	1	1.0%
8.63	1	1.0%

PM(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	68
Distinct (%)	68.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2269

Minimum	0
Maximum	17.14
Zeros	21
Zeros (%)	21.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1875
median	0.785
Q3	2.9725
95-th percentile	7.3365
Maximum	17.14
Range	17.14
Interquartile range (IQR)	2.785

Descriptive statistics

Standard deviation	3.3323813
Coefficient of variation (CV)	1.4964216
Kurtosis	7.7697696
Mean	2.2269
Median Absolute Deviation (MAD)	0.785
Skewness	2.5804323
Sum	222.69
Variance	11.104765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	21	21.0%
0.21	6	6.0%
0.12	3	3.0%
0.42	2	2.0%
0.45	2	2.0%
7.19	2	2.0%
2.03	2	2.0%
0.33	2	2.0%
3.53	1	1.0%
16.98	1	1.0%
Other values (58)	58	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	21	21.0%
0.1	1	1.0%
0.12	3	3.0%
0.21	6	6.0%
0.22	1	1.0%
0.31	1	1.0%
0.32	1	1.0%
0.33	2	2.0%
0.34	1	1.0%
0.36	1	1.0%

Value	Count	Frequency (%)
17.14	1	1.0%
16.98	1	1.0%
12.76	1	1.0%
12.22	1	1.0%
8.03	1	1.0%
7.3	1	1.0%
7.19	2	2.0%
7.14	1	1.0%
6.88	1	1.0%
6.38	1	1.0%

CO2(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	92
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5513.1294

Minimum	0
Maximum	29414.35
Zeros	9
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1768.7375
median	4334.12
Q3	7634.4025
95-th percentile	13594.402
Maximum	29414.35
Range	29414.35
Interquartile range (IQR)	5865.665

Descriptive statistics

Standard deviation	5369.539
Coefficient of variation (CV)	0.97395483
Kurtosis	5.7676153
Mean	5513.1294
Median Absolute Deviation (MAD)	2723.37
Skewness	2.0634682
Sum	551312.94
Variance	28831949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	9	9.0%
3763.13	1	1.0%
3120.36	1	1.0%
4750.35	1	1.0%
26285.44	1	1.0%
7706.32	1	1.0%
6328.81	1	1.0%
11838.58	1	1.0%
10487.41	1	1.0%
4498.51	1	1.0%
Other values (82)	82	82.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	9	9.0%
196.37	1	1.0%
271.47	1	1.0%
579.97	1	1.0%
629.81	1	1.0%
1040.12	1	1.0%
1102.16	1	1.0%
1144.13	1	1.0%
1207.44	1	1.0%
1223.39	1	1.0%

Value	Count	Frequency (%)
29414.35	1	1.0%
26285.44	1	1.0%
23103.48	1	1.0%
19279.19	1	1.0%
14697.97	1	1.0%
13536.32	1	1.0%
13479.19	1	1.0%
13040.53	1	1.0%
11838.58	1	1.0%
11776.89	1	1.0%

주소
Categorical

HIGH CORRELATION

Distinct	19
Distinct (%)	19.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경남 김해시 대동면	10
경남 창원시 동읍 덕산리	8
경남 함안군 산인면 송정리	8
경남 김해시 불암동	8
경남 양산시 동면	6
Other values (14)	60

Length

Max length	14
Median length	14
Mean length	12.37
Min length	9

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

1st row	경남 통영시 광도면 노산리
2nd row	경남 통영시 광도면 노산리
3rd row	경남 통영시 광도면 노산리
4th row	경남 통영시 광도면 노산리
5th row	울산 울주군 두서면 활천리

Common Values

Value	Count	Frequency (%)
경남 김해시 대동면	10	10.0%
경남 창원시 동읍 덕산리	8	8.0%
경남 함안군 산인면 송정리	8	8.0%
경남 김해시 불암동	8	8.0%
경남 양산시 동면	6	6.0%
경남 김해시 주촌면 망덕리	6	6.0%
울산 울주군 두서면 활천리	6	6.0%
경남 양산시 물금읍	6	6.0%
부산 금정구 선동	5	5.0%
경남 함안군 산인면 모곡리	4	4.0%
Other values (9)	33	33.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경남	89	24.5%
김해시	32	8.8%
대동면	14	3.8%
함안군	12	3.3%
산인면	12	3.3%
양산시	12	3.3%
진주시	12	3.3%
창원시	8	2.2%
동읍	8	2.2%
덕산리	8	2.2%
Other values (34)	157	43.1%

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	0.997	0.000	0.000	0.994	0.847	0.243	0.000	0.846	0.958	0.693	0.000	0.000	0.000	0.000	0.000	0.979
지점	0.997	1.000	0.000	0.000	0.997	1.000	0.428	0.000	1.000	1.000	0.875	0.000	0.000	0.000	0.000	0.000	1.000
방향	0.000	0.000	1.000	0.000	1.000	0.000	0.108	0.207	0.000	0.000	0.602	0.000	0.000	0.247	0.000	0.138	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.000	0.554	0.491	0.000	0.000	0.000	0.495	0.392	0.556	0.288	0.275	0.000
측정구간	0.994	0.997	1.000	0.000	1.000	1.000	0.000	0.000	1.000	1.000	0.999	0.000	0.000	0.000	0.000	0.000	0.997
장비이정(km)	0.847	1.000	0.000	0.000	1.000	1.000	0.000	0.000	0.785	0.937	0.587	0.000	0.118	0.000	0.000	0.000	1.000
차량통과수(대)	0.243	0.428	0.108	0.554	0.000	0.000	1.000	0.573	0.202	0.251	0.230	0.650	0.416	0.637	0.381	0.665	0.373
평균 속도(km)	0.000	0.000	0.207	0.491	0.000	0.000	0.573	1.000	0.000	0.000	0.308	0.538	0.410	0.520	0.338	0.431	0.000
위도(°)	0.846	1.000	0.000	0.000	1.000	0.785	0.202	0.000	1.000	0.889	0.613	0.000	0.000	0.000	0.000	0.000	0.996
경도(°)	0.958	1.000	0.000	0.000	1.000	0.937	0.251	0.000	0.889	1.000	0.625	0.000	0.247	0.000	0.091	0.000	1.000
기울기(°)	0.693	0.875	0.602	0.000	0.999	0.587	0.230	0.308	0.613	0.625	1.000	0.000	0.000	0.000	0.000	0.000	0.878
CO(g/km)	0.000	0.000	0.000	0.495	0.000	0.000	0.650	0.538	0.000	0.000	0.000	1.000	0.799	0.820	0.763	0.960	0.000
NOX(g/km)	0.000	0.000	0.000	0.392	0.000	0.118	0.416	0.410	0.000	0.247	0.000	0.799	1.000	0.899	0.925	0.899	0.000
HC(g/km)	0.000	0.000	0.247	0.556	0.000	0.000	0.637	0.520	0.000	0.000	0.000	0.820	0.899	1.000	0.833	0.768	0.000
PM(g/km)	0.000	0.000	0.000	0.288	0.000	0.000	0.381	0.338	0.000	0.091	0.000	0.763	0.925	0.833	1.000	0.855	0.000
CO2(g/km)	0.000	0.000	0.138	0.275	0.000	0.000	0.665	0.431	0.000	0.000	0.000	0.960	0.899	0.768	0.855	1.000	0.000
주소	0.979	1.000	0.000	0.000	0.997	1.000	0.373	0.000	0.996	1.000	0.878	0.000	0.000	0.000	0.000	0.000	1.000

Heatmap
Table

	측정구간	주소	지점	차선	방향
측정구간	1.000	0.843	0.850	0.000	0.802
주소	0.843	1.000	0.994	0.000	0.000
지점	0.850	0.994	1.000	0.000	0.000
차선	0.000	0.000	0.000	1.000	0.000
방향	0.802	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	-0.292	0.081	-0.124	0.315	0.491	0.042	0.046	-0.009	0.015	0.022	0.018	0.854	0.000	0.000	0.792	0.833
장비이정(km)	-0.292	1.000	0.088	0.060	-0.166	-0.136	-0.107	0.069	0.051	0.030	0.074	0.116	0.927	0.000	0.000	0.823	0.933
차량통과수(대)	0.081	0.088	1.000	0.100	0.045	0.147	0.114	0.845	0.652	0.670	0.578	0.838	0.132	0.074	0.253	0.000	0.134
평균 속도(km)	-0.124	0.060	0.100	1.000	-0.257	-0.098	0.011	-0.216	-0.303	-0.323	-0.327	-0.155	0.000	0.202	0.352	0.000	0.000
위도(°)	0.315	-0.166	0.045	-0.257	1.000	0.539	0.023	0.142	0.067	0.132	0.033	0.064	0.933	0.000	0.000	0.828	0.925
경도(°)	0.491	-0.136	0.147	-0.098	0.539	1.000	0.092	0.124	0.014	0.066	-0.006	0.088	0.943	0.000	0.000	0.837	0.949
기울기(°)	0.042	-0.107	0.114	0.011	0.023	0.092	1.000	0.100	0.059	0.071	0.010	0.064	0.557	0.584	0.000	0.822	0.561
CO(g/km)	0.046	0.069	0.845	-0.216	0.142	0.124	0.100	1.000	0.927	0.945	0.886	0.974	0.000	0.000	0.305	0.000	0.000
NOX(g/km)	-0.009	0.051	0.652	-0.303	0.067	0.014	0.059	0.927	1.000	0.989	0.961	0.923	0.000	0.000	0.247	0.000	0.000
HC(g/km)	0.015	0.030	0.670	-0.323	0.132	0.066	0.071	0.945	0.989	1.000	0.947	0.918	0.000	0.179	0.254	0.000	0.000
PM(g/km)	0.022	0.074	0.578	-0.327	0.033	-0.006	0.010	0.886	0.961	0.947	1.000	0.898	0.000	0.000	0.185	0.000	0.000
CO2(g/km)	0.018	0.116	0.838	-0.155	0.064	0.088	0.064	0.974	0.923	0.918	0.898	1.000	0.000	0.130	0.156	0.000	0.000
지점	0.854	0.927	0.132	0.000	0.933	0.943	0.557	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.850	0.994
방향	0.000	0.000	0.074	0.202	0.000	0.000	0.584	0.000	0.000	0.179	0.000	0.130	0.000	1.000	0.000	0.802	0.000
차선	0.000	0.000	0.253	0.352	0.000	0.000	0.000	0.305	0.247	0.254	0.185	0.156	0.000	0.000	1.000	0.000	0.000
측정구간	0.792	0.823	0.000	0.000	0.828	0.837	0.822	0.000	0.000	0.000	0.000	0.000	0.850	0.802	0.000	1.000	0.843
주소	0.833	0.933	0.134	0.000	0.925	0.949	0.561	0.000	0.000	0.000	0.000	0.000	0.994	0.000	0.000	0.843	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-0351-0045S-4	S	1	동고성IC-북통영IC	4.5	20200201	14	120.32	34.889167	128.412778	0.82	2.28	1.74	0.14	0.0	1102.16	경남 통영시 광도면 노산리
1	2	도로공사	A-0351-0045S-4	S	2	동고성IC-북통영IC	4.5	20200201	27	105.4	34.889167	128.412778	0.82	8.84	9.31	0.77	0.45	3291.18	경남 통영시 광도면 노산리
2	3	도로공사	A-0351-0045S-4	E	1	북통영IC-동고성IC	4.5	20200201	8	124.2	34.889167	128.412778	-0.7	1.3	0.99	0.08	0.0	629.81	경남 통영시 광도면 노산리
3	4	도로공사	A-0351-0045S-4	E	2	북통영IC-동고성IC	4.5	20200201	8	84.0	34.889167	128.412778	-0.7	5.08	21.48	1.5	1.29	2395.02	경남 통영시 광도면 노산리
4	5	도로공사	A-0010-0538E-6	S	1	활천IC-언양JC	53.4	20200201	20	114.0	35.681944	129.181111	0.19	4.34	3.02	0.28	0.0	1809.8	울산 울주군 두서면 활천리
5	6	도로공사	A-0010-0538E-6	S	2	활천IC-언양JC	53.4	20200201	58	96.5	35.681944	129.181111	0.19	20.09	17.79	2.1	1.06	6992.33	울산 울주군 두서면 활천리
6	7	도로공사	A-0010-0538E-6	S	3	활천IC-언양JC	53.4	20200201	21	81.38	35.681944	129.181111	0.19	24.04	112.3	7.94	6.88	10413.24	울산 울주군 두서면 활천리
7	8	도로공사	A-0010-0538E-6	E	1	언양JC-활천IC	53.4	20200201	11	103.0	35.681944	129.181111	0.23	3.16	2.02	0.22	0.0	1144.13	울산 울주군 두서면 활천리
8	9	도로공사	A-0010-0538E-6	E	2	언양JC-활천IC	53.4	20200201	31	94.2	35.681944	129.181111	0.23	13.42	17.9	2.03	0.76	4050.09	울산 울주군 두서면 활천리
9	10	도로공사	A-0010-0538E-6	E	3	언양JC-활천IC	53.4	20200201	25	75.14	35.681944	129.181111	0.23	35.33	102.89	11.78	6.15	8168.98	울산 울주군 두서면 활천리

	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-6000-0396E-4	E	1	금정IC-기장철마IC	39.61	20200201	32	99.0	35.840833	129.335556	2.48	9.48	6.34	0.69	0.12	3442.83	부산 금정구 선동
91	92	도로공사	A-6000-0396E-4	E	2	금정IC-기장철마IC	39.61	20200201	41	80.8	35.840833	129.335556	2.48	30.22	49.62	7.14	3.19	6797.67	부산 금정구 선동
92	93	도로공사	A-6000-0396E-4	E	3	금정IC-기장철마IC	39.61	20200201	0	0.0	35.840833	129.335556	2.48	0.0	0.0	0.0	0.0	0.0	부산 금정구 선동
93	94	도로공사	A-0010-0083E-6	S	1	양산JC-노포JC	8.3	20200201	42	120.5	35.306944	129.074722	3.07	12.41	8.45	0.91	0.21	4613.93	경남 양산시 동면
94	95	도로공사	A-0010-0083E-6	S	2	양산JC-노포JC	8.3	20200201	63	84.6	35.306944	129.074722	3.07	23.38	21.78	2.37	0.81	7610.43	경남 양산시 동면
95	96	도로공사	A-0010-0083E-6	S	3	양산JC-노포JC	8.3	20200201	30	84.75	35.306944	129.074722	3.07	17.12	27.01	3.74	1.34	4277.97	경남 양산시 동면
96	97	도로공사	A-0010-0083E-6	E	1	노포JC-양산JC	8.3	20200201	24	100.0	35.306944	129.074722	-3.15	13.51	16.94	1.63	2.83	5994.96	경남 양산시 동면
97	98	도로공사	A-0010-0083E-6	E	2	노포JC-양산JC	8.3	20200201	62	103.33	35.306944	129.074722	-3.15	23.12	25.11	2.1	1.51	8458.55	경남 양산시 동면
98	99	도로공사	A-0010-0083E-6	E	3	노포JC-양산JC	8.3	20200201	44	95.0	35.306944	129.074722	-3.15	20.9	48.92	3.41	3.29	8494.38	경남 양산시 동면
99	100	도로공사	A-0100-0407S-4	S	1	진교IC-하동IC	40.7	20200201	8	99.67	35.020278	127.859722	0.84	4.07	8.74	0.83	0.42	1207.44	경남 하동군 고전면

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