gimi9 Pandas Profiling

Dataset statistics

Number of variables	17
Number of observations	100
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	14.6 KiB
Average record size in memory	149.3 B

Variable types

Numeric	10
Categorical	7

Dataset

Description	샘플 데이터
Author	노바코스
URL	https://www.bigdata-environment.kr/user/data_market/detail.do?id=3c3e7520-021f-11eb-9867-1b12bf08ea04

Alerts

`도로종류` has constant value ""	Constant
`측정일` has constant value ""	Constant
`측정시간` has constant value ""	Constant
`지점` is highly overall correlated with `기본키` and 6 other fields	High correlation
`주소` 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
`차선` is highly overall correlated with `평균 속도(km/hr)`	High correlation
`장비이정(km)` is highly overall correlated with `지점` and 2 other fields	High correlation
`차량통과수(대)` is highly overall correlated with `TSP(g/km)` and 1 other fields	High correlation
`평균 속도(km/hr)` is highly overall correlated with `차선`	High correlation
`위도(°)` is highly overall correlated with `지점` and 2 other fields	High correlation
`경도(°)` is highly overall correlated with `지점` and 2 other fields	High correlation
`기울기(°)` is highly overall correlated with `지점` and 2 other fields	High correlation
`TSP(g/km)` is highly overall correlated with `차량통과수(대)` and 1 other fields	High correlation
`PM10(g/km)` is highly overall correlated with `차량통과수(대)` and 1 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 21 (21.0%) zeros	Zeros
`평균 속도(km/hr)` has 21 (21.0%) zeros	Zeros
`TSP(g/km)` has 21 (21.0%) zeros	Zeros
`PM10(g/km)` has 21 (21.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:13:20.367785
Analysis finished	2023-12-10 11:13:35.467629
Duration	15.1 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	23
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

A-0500-0763E-8	12
A-0400-0568S-6	6
A-0400-1082S-4	4
A-0500-0844S-8	4
A-0400-0834S-4	4
Other values (18)	70

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A-0400-0708S-4
2nd row	A-0400-0708S-4
3rd row	A-0400-0708S-4
4th row	A-0400-0708S-4
5th row	A-0400-1082S-4

Common Values

Value	Count	Frequency (%)
A-0500-0763E-8	12	12.0%
A-0400-0568S-6	6	6.0%
A-0400-1082S-4	4	4.0%
A-0500-0844S-8	4	4.0%
A-0400-0834S-4	4	4.0%
A-0450-2107S-4	4	4.0%
A-0400-0862S-4	4	4.0%
A-0400-1025S-4	4	4.0%
A-0352-2643E-4	4	4.0%
A-0450-2601E-4	4	4.0%
Other values (13)	50	50.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a-0500-0763e-8	12	12.0%
a-0400-0568s-6	6	6.0%
a-0300-0040s-4	4	4.0%
a-0400-0708s-4	4	4.0%
a-0300-0245s-4	4	4.0%
a-0550-3119s-4	4	4.0%
a-0550-2644e-4	4	4.0%
a-0450-2483e-4	4	4.0%
a-0450-1719e-4	4	4.0%
a-0450-1398e-4	4	4.0%
Other values (13)	50	50.0%

방향
Categorical

HIGH CORRELATION

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

S	50
E	50

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 (%)
S	50	50.0%
E	50	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
s	50	50.0%
e	50	50.0%

차선
Real number (ℝ)

HIGH CORRELATION

Distinct	8
Distinct (%)	8.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.86

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.2228465
Coefficient of variation (CV)	0.65744435
Kurtosis	9.505553
Mean	1.86
Median Absolute Deviation (MAD)	1
Skewness	2.7419668
Sum	186
Variance	1.4953535
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	44	44.0%
2	44	44.0%
3	4	4.0%
4	4	4.0%
5	1	1.0%
6	1	1.0%
7	1	1.0%
8	1	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	44	44.0%
2	44	44.0%
3	4	4.0%
4	4	4.0%
5	1	1.0%
6	1	1.0%
7	1	1.0%
8	1	1.0%

Value	Count	Frequency (%)
8	1	1.0%
7	1	1.0%
6	1	1.0%
5	1	1.0%
4	4	4.0%
3	4	4.0%
2	44	44.0%
1	44	44.0%

측정구간
Categorical

HIGH CORRELATION

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

호법JC-이천IC	8
북진천IC-대소JC	4
여주JC-이천IC	4
이천IC-호법JC	4
금왕꽃동네IC-대소JC	2
Other values (39)	78

Length

Max length	13
Median length	9
Mean length	9.8
Min length	9

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	음성IC-금왕꽃동네IC
2nd row	음성IC-금왕꽃동네IC
3rd row	금왕꽃동네IC-음성IC
4th row	금왕꽃동네IC-음성IC
5th row	제천JC-동충주IC

Common Values

Value	Count	Frequency (%)
호법JC-이천IC	8	8.0%
북진천IC-대소JC	4	4.0%
여주JC-이천IC	4	4.0%
이천IC-호법JC	4	4.0%
금왕꽃동네IC-대소JC	2	2.0%
제천JC-동충주IC	2	2.0%
동충주IC-제천JC	2	2.0%
충주JC-서충주IC	2	2.0%
서충주IC-충주JC	2	2.0%
충주IC-괴산IC	2	2.0%
Other values (34)	68	68.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
호법jc-이천ic	8	8.0%
이천ic-호법jc	4	4.0%
북진천ic-대소jc	4	4.0%
여주jc-이천ic	4	4.0%
신림ic-남원주ic	2	2.0%
보은ic-회인ic	2	2.0%
낙동jc-상주ic	2	2.0%
회인ic-보은ic	2	2.0%
화서ic-구병산hi	2	2.0%
낙동jc-남상주ic	2	2.0%
Other values (34)	68	68.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	140.5704

Minimum	4
Maximum	320.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	4
5-th percentile	24.5
Q1	76.3
median	86.28
Q3	248.33
95-th percentile	311.9
Maximum	320.5
Range	316.5
Interquartile range (IQR)	172.03

Descriptive statistics

Standard deviation	96.832161
Coefficient of variation (CV)	0.68885171
Kurtosis	-1.1434071
Mean	140.5704
Median Absolute Deviation (MAD)	35.63
Skewness	0.59205781
Sum	14057.04
Variance	9376.4673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
76.3	16	16.0%
56.8	6	6.0%
70.8	4	4.0%
24.5	4	4.0%
84.43	4	4.0%
311.9	4	4.0%
264.4	4	4.0%
248.33	4	4.0%
171.91	4	4.0%
139.85	4	4.0%
Other values (12)	46	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.0	4	4.0%
24.5	4	4.0%
44.5	2	2.0%
56.8	6	6.0%
60.2	4	4.0%
70.8	4	4.0%
76.3	16	16.0%
83.4	4	4.0%
84.43	4	4.0%
86.28	4	4.0%

Value	Count	Frequency (%)
320.5	4	4.0%
311.9	4	4.0%
285.2	4	4.0%
264.4	4	4.0%
264.3	4	4.0%
260.1	4	4.0%
248.33	4	4.0%
210.73	4	4.0%
171.91	4	4.0%
139.85	4	4.0%

측정일
Categorical

CONSTANT

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

20200801	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20200801
2nd row	20200801
3rd row	20200801
4th row	20200801
5th row	20200801

Common Values

Value	Count	Frequency (%)
20200801	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20200801	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	62
Distinct (%)	62.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	58.85

Minimum	0
Maximum	313
Zeros	21
Zeros (%)	21.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	14.5
median	44
Q3	83.25
95-th percentile	181.65
Maximum	313
Range	313
Interquartile range (IQR)	68.75

Descriptive statistics

Standard deviation	60.46426
Coefficient of variation (CV)	1.0274301
Kurtosis	3.8352763
Mean	58.85
Median Absolute Deviation (MAD)	37.5
Skewness	1.6988757
Sum	5885
Variance	3655.9268
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	21.0%
72	3	3.0%
39	3	3.0%
20	2	2.0%
86	2	2.0%
101	2	2.0%
34	2	2.0%
124	2	2.0%
112	2	2.0%
80	2	2.0%
Other values (52)	59	59.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	21.0%
3	1	1.0%
4	1	1.0%
5	1	1.0%
13	1	1.0%
15	1	1.0%
17	1	1.0%
18	1	1.0%
20	2	2.0%
21	1	1.0%

Value	Count	Frequency (%)
313	1	1.0%
277	1	1.0%
213	1	1.0%
201	1	1.0%
194	1	1.0%
181	1	1.0%
166	1	1.0%
153	1	1.0%
134	1	1.0%
125	1	1.0%

평균 속도(km/hr)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.0428

Minimum	0
Maximum	134
Zeros	21
Zeros (%)	21.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	78.74
median	89.125
Q3	101.525
95-th percentile	120.1115
Maximum	134
Range	134
Interquartile range (IQR)	22.785

Descriptive statistics

Standard deviation	41.285658
Coefficient of variation (CV)	0.54292659
Kurtosis	-0.23436611
Mean	76.0428
Median Absolute Deviation (MAD)	11.225
Skewness	-1.0990087
Sum	7604.28
Variance	1704.5056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	21	21.0%
86.5	3	3.0%
128.0	2	2.0%
91.5	2	2.0%
100.5	2	2.0%
106.0	2	2.0%
111.0	2	2.0%
116.0	2	2.0%
94.8	2	2.0%
83.62	1	1.0%
Other values (61)	61	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	21	21.0%
76.25	1	1.0%
78.17	1	1.0%
78.5	1	1.0%
78.71	1	1.0%
78.75	1	1.0%
80.57	1	1.0%
80.74	1	1.0%
81.25	1	1.0%
81.62	1	1.0%

Value	Count	Frequency (%)
134.0	1	1.0%
129.0	1	1.0%
128.0	2	2.0%
122.23	1	1.0%
120.0	1	1.0%
117.5	1	1.0%
116.5	1	1.0%
116.0	2	2.0%
114.0	1	1.0%
111.5	1	1.0%

위도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	22
Distinct (%)	22.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.933785

Minimum	36.368358
Maximum	37.410278
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	36.368358
5-th percentile	36.374167
Q1	36.741389
median	37.003333
Q3	37.112222
95-th percentile	37.234167
Maximum	37.410278
Range	1.0419195
Interquartile range (IQR)	0.37083333

Descriptive statistics

Standard deviation	0.28347815
Coefficient of variation (CV)	0.0076753072
Kurtosis	-0.47929357
Mean	36.933785
Median Absolute Deviation (MAD)	0.15111111
Skewness	-0.67249399
Sum	3693.3785
Variance	0.080359862
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
37.23416667	12	12.0%
36.86916667	6	6.0%
36.9425	6	6.0%
37.11222222	6	6.0%
36.98055556	4	4.0%
36.46971667	4	4.0%
37.41027778	4	4.0%
37.03138889	4	4.0%
36.62861111	4	4.0%
36.37416667	4	4.0%
Other values (12)	46	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.36835833	4	4.0%
36.37416667	4	4.0%
36.444525	2	2.0%
36.46971667	4	4.0%
36.548875	4	4.0%
36.62861111	4	4.0%
36.74138889	4	4.0%
36.86916667	6	6.0%
36.9425	6	6.0%
36.94388889	4	4.0%

Value	Count	Frequency (%)
37.41027778	4	4.0%
37.23416667	12	12.0%
37.1885605	4	4.0%
37.17138889	4	4.0%
37.11222222	6	6.0%
37.07186389	4	4.0%
37.065	4	4.0%
37.03944444	4	4.0%
37.03138889	4	4.0%
37.02611111	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	127.73052

Minimum	127.44083
Maximum	128.2625
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	127.44083
5-th percentile	127.44806
Q1	127.46389
median	127.68551
Q3	127.91361
95-th percentile	128.23944
Maximum	128.2625
Range	0.8216667
Interquartile range (IQR)	0.4497222

Descriptive statistics

Standard deviation	0.27376387
Coefficient of variation (CV)	0.0021432926
Kurtosis	-0.90927999
Mean	127.73052
Median Absolute Deviation (MAD)	0.22402775
Skewness	0.6139353
Sum	12773.052
Variance	0.074946658
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
127.4480556	12	12.0%
127.9094444	6	6.0%
127.4613889	6	6.0%
127.7019444	6	6.0%
127.6047222	4	4.0%
127.6690722	4	4.0%
127.9258333	4	4.0%
128.2625	4	4.0%
128.1472222	4	4.0%
128.2394444	4	4.0%
Other values (12)	46	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.4408333	4	4.0%
127.4480556	12	12.0%
127.4613889	6	6.0%
127.4638889	4	4.0%
127.4675	4	4.0%
127.4731028	4	4.0%
127.4988889	4	4.0%
127.6047222	4	4.0%
127.6126927	4	4.0%
127.6690722	4	4.0%

Value	Count	Frequency (%)
128.2625	4	4.0%
128.2394444	4	4.0%
128.2008222	4	4.0%
128.1472222	4	4.0%
127.9739528	4	4.0%
127.9258333	4	4.0%
127.9136111	4	4.0%
127.9094444	6	6.0%
127.8848333	2	2.0%
127.7497222	4	4.0%

기울기(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	23
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.30097746

Minimum	-6.688
Maximum	4.25421
Zeros	0
Zeros (%)	0.0%
Negative	58
Negative (%)	58.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-6.688
5-th percentile	-2.72685
Q1	-0.785921
median	-0.4315305
Q3	0.5068
95-th percentile	1.99427
Maximum	4.25421
Range	10.94221
Interquartile range (IQR)	1.292721

Descriptive statistics

Standard deviation	1.8811455
Coefficient of variation (CV)	-6.2501208
Kurtosis	4.3993061
Mean	-0.30097746
Median Absolute Deviation (MAD)	0.742774
Skewness	-0.97674872
Sum	-30.097746
Variance	3.5387083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
-0.785921	12	12.0%
-0.7189909999999999	6	6.0%
1.99427	4	4.0%
4.25421	4	4.0%
-0.489801	4	4.0%
0.21004	4	4.0%
-0.37326	4	4.0%
-0.14187	4	4.0%
-6.688	4	4.0%
-1.203288	4	4.0%
Other values (13)	50	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-6.688	4	4.0%
-2.72685	4	4.0%
-1.391058	4	4.0%
-1.344974	4	4.0%
-1.203288	4	4.0%
-1.13121	4	4.0%
-0.785921	12	12.0%
-0.7189909999999999	6	6.0%
-0.522334	4	4.0%
-0.489801	4	4.0%

Value	Count	Frequency (%)
4.25421	4	4.0%
1.99427	4	4.0%
1.73409	4	4.0%
1.10171	4	4.0%
1.04309	2	2.0%
0.647992	4	4.0%
0.5068	4	4.0%
0.484469	4	4.0%
0.28226	4	4.0%
0.21004	4	4.0%

TSP(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	78
Distinct (%)	78.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1218

Minimum	0
Maximum	21.8
Zeros	21
Zeros (%)	21.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.1975
median	1.935
Q3	4.775
95-th percentile	10.3355
Maximum	21.8
Range	21.8
Interquartile range (IQR)	4.5775

Descriptive statistics

Standard deviation	3.9302282
Coefficient of variation (CV)	1.2589622
Kurtosis	5.5389008
Mean	3.1218
Median Absolute Deviation (MAD)	1.935
Skewness	2.078842
Sum	312.18
Variance	15.446694
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	21	21.0%
0.44	2	2.0%
1.48	2	2.0%
0.39	1	1.0%
5.0	1	1.0%
3.07	1	1.0%
5.09	1	1.0%
6.77	1	1.0%
3.44	1	1.0%
7.46	1	1.0%
Other values (68)	68	68.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	21	21.0%
0.03	1	1.0%
0.04	1	1.0%
0.17	1	1.0%
0.19	1	1.0%
0.2	1	1.0%
0.28	1	1.0%
0.3	1	1.0%
0.33	1	1.0%
0.34	1	1.0%

Value	Count	Frequency (%)
21.8	1	1.0%
15.79	1	1.0%
14.54	1	1.0%
13.52	1	1.0%
10.63	1	1.0%
10.32	1	1.0%
9.15	1	1.0%
9.11	1	1.0%
8.86	1	1.0%
8.47	1	1.0%

PM10(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	74
Distinct (%)	74.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3735

Minimum	0
Maximum	9.59
Zeros	21
Zeros (%)	21.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0875
median	0.85
Q3	2.1
95-th percentile	4.547
Maximum	9.59
Range	9.59
Interquartile range (IQR)	2.0125

Descriptive statistics

Standard deviation	1.7297173
Coefficient of variation (CV)	1.2593501
Kurtosis	5.5306363
Mean	1.3735
Median Absolute Deviation (MAD)	0.85
Skewness	2.0777765
Sum	137.35
Variance	2.991922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	21	21.0%
2.57	2	2.0%
0.23	2	2.0%
0.89	2	2.0%
0.19	2	2.0%
0.65	2	2.0%
2.38	2	2.0%
3.28	1	1.0%
2.24	1	1.0%
2.98	1	1.0%
Other values (64)	64	64.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	21	21.0%
0.01	1	1.0%
0.02	1	1.0%
0.07	1	1.0%
0.08	1	1.0%
0.09	1	1.0%
0.12	1	1.0%
0.13	1	1.0%
0.14	1	1.0%
0.15	1	1.0%

Value	Count	Frequency (%)
9.59	1	1.0%
6.95	1	1.0%
6.4	1	1.0%
5.95	1	1.0%
4.68	1	1.0%
4.54	1	1.0%
4.02	1	1.0%
4.01	1	1.0%
3.9	1	1.0%
3.73	1	1.0%

주소
Categorical

HIGH CORRELATION

Distinct	23
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

경기 이천시 호법면	12
충북 진천군 이월면 미잠리	6
충북 충주시 산척면 영덕리	4
경기 여주시 가남읍 정단리	4
충북 충주시 신니면 화석리	4
Other values (18)	70

Length

Max length	14
Median length	14
Mean length	12.6
Min length	10

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	충북 음성군 금왕읍 금석리
2nd row	충북 음성군 금왕읍 금석리
3rd row	충북 음성군 금왕읍 금석리
4th row	충북 음성군 금왕읍 금석리
5th row	충북 충주시 산척면 영덕리

Common Values

Value	Count	Frequency (%)
경기 이천시 호법면	12	12.0%
충북 진천군 이월면 미잠리	6	6.0%
충북 충주시 산척면 영덕리	4	4.0%
경기 여주시 가남읍 정단리	4	4.0%
충북 충주시 신니면 화석리	4	4.0%
충북 괴산군 장연면 상리	4	4.0%
충북 충주시 노은면 문성리	4	4.0%
충북 충주시 엄정면 율릉리	4	4.0%
충북 청원군 오창읍 학소리	4	4.0%
경기 여주시 가남읍	4	4.0%
Other values (13)	50	50.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
충북	58	15.8%
경기	24	6.6%
충주시	16	4.4%
음성군	16	4.4%
경북	14	3.8%
호법면	12	3.3%
이천시	12	3.3%
상주시	10	2.7%
청원군	8	2.2%
낙동면	8	2.2%
Other values (43)	188	51.4%

Heatmap
Table

	기본키	지점	방향	차선	측정구간	장비이정(km)	차량통과수(대)	평균 속도(km/hr)	위도(°)	경도(°)	기울기(°)	TSP(g/km)	PM10(g/km)	주소
기본키	1.000	0.981	0.000	0.103	0.995	0.914	0.465	0.526	0.936	0.747	0.754	0.278	0.278	0.981
지점	0.981	1.000	0.000	0.000	1.000	1.000	0.651	0.714	0.997	0.998	1.000	0.422	0.422	1.000
방향	0.000	0.000	1.000	0.000	1.000	0.000	0.093	0.000	0.000	0.000	0.000	0.000	0.000	0.000
차선	0.103	0.000	0.000	1.000	0.000	0.000	0.000	0.398	0.000	0.000	0.000	0.000	0.000	0.000
측정구간	0.995	1.000	1.000	0.000	1.000	1.000	0.805	0.645	1.000	1.000	1.000	0.585	0.585	1.000
장비이정(km)	0.914	1.000	0.000	0.000	1.000	1.000	0.603	0.496	0.961	0.827	0.873	0.377	0.377	1.000
차량통과수(대)	0.465	0.651	0.093	0.000	0.805	0.603	1.000	0.556	0.590	0.389	0.513	0.689	0.689	0.651
평균 속도(km/hr)	0.526	0.714	0.000	0.398	0.645	0.496	0.556	1.000	0.581	0.299	0.363	0.475	0.475	0.714
위도(°)	0.936	0.997	0.000	0.000	1.000	0.961	0.590	0.581	1.000	0.847	0.855	0.543	0.543	0.997
경도(°)	0.747	0.998	0.000	0.000	1.000	0.827	0.389	0.299	0.847	1.000	0.844	0.000	0.000	0.998
기울기(°)	0.754	1.000	0.000	0.000	1.000	0.873	0.513	0.363	0.855	0.844	1.000	0.193	0.193	1.000
TSP(g/km)	0.278	0.422	0.000	0.000	0.585	0.377	0.689	0.475	0.543	0.000	0.193	1.000	1.000	0.422
PM10(g/km)	0.278	0.422	0.000	0.000	0.585	0.377	0.689	0.475	0.543	0.000	0.193	1.000	1.000	0.422
주소	0.981	1.000	0.000	0.000	1.000	1.000	0.651	0.714	0.997	0.998	1.000	0.422	0.422	1.000

Heatmap
Table

	지점	주소	방향	측정구간
지점	1.000	1.000	0.000	0.853
주소	1.000	1.000	0.000	0.853
방향	0.000	0.000	1.000	0.756
측정구간	0.853	0.853	0.756	1.000

Heatmap
Table

	기본키	차선	장비이정(km)	차량통과수(대)	평균 속도(km/hr)	위도(°)	경도(°)	기울기(°)	TSP(g/km)	PM10(g/km)	지점	방향	측정구간	주소
기본키	1.000	0.262	0.114	-0.046	-0.340	0.293	-0.020	-0.270	-0.077	-0.077	0.822	0.000	0.749	0.822
차선	0.262	1.000	-0.149	-0.250	-0.590	0.257	-0.219	-0.124	0.050	0.050	0.000	0.000	0.000	0.000
장비이정(km)	0.114	-0.149	1.000	0.402	0.180	0.243	0.199	0.106	0.313	0.313	0.925	0.000	0.789	0.925
차량통과수(대)	-0.046	-0.250	0.402	1.000	0.332	-0.376	0.259	0.067	0.849	0.849	0.288	0.085	0.342	0.288
평균 속도(km/hr)	-0.340	-0.590	0.180	0.332	1.000	-0.212	0.213	0.310	0.161	0.161	0.379	0.000	0.256	0.379
위도(°)	0.293	0.257	0.243	-0.376	-0.212	1.000	-0.339	-0.096	-0.391	-0.391	0.909	0.000	0.789	0.909
경도(°)	-0.020	-0.219	0.199	0.259	0.213	-0.339	1.000	0.079	0.208	0.208	0.904	0.000	0.780	0.904
기울기(°)	-0.270	-0.124	0.106	0.067	0.310	-0.096	0.079	1.000	0.077	0.077	0.910	0.000	0.776	0.910
TSP(g/km)	-0.077	0.050	0.313	0.849	0.161	-0.391	0.208	0.077	1.000	1.000	0.161	0.000	0.194	0.161
PM10(g/km)	-0.077	0.050	0.313	0.849	0.161	-0.391	0.208	0.077	1.000	1.000	0.161	0.000	0.194	0.161
지점	0.822	0.000	0.925	0.288	0.379	0.909	0.904	0.910	0.161	0.161	1.000	0.000	0.853	1.000
방향	0.000	0.000	0.000	0.085	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.756	0.000
측정구간	0.749	0.000	0.789	0.342	0.256	0.789	0.780	0.776	0.194	0.194	0.853	0.756	1.000	0.853
주소	0.822	0.000	0.925	0.288	0.379	0.909	0.904	0.910	0.161	0.161	1.000	0.000	0.853	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/hr)	위도(°)	경도(°)	기울기(°)	TSP(g/km)	PM10(g/km)	주소
0	1	도로공사	A-0400-0708S-4	S	1	음성IC-금왕꽃동네IC	70.8	20200801	20	134.0	36.980556	127.604722	1.99427	0.39	0.17	충북 음성군 금왕읍 금석리
1	2	도로공사	A-0400-0708S-4	S	2	음성IC-금왕꽃동네IC	70.8	20200801	34	92.75	36.980556	127.604722	1.99427	1.18	0.52	충북 음성군 금왕읍 금석리
2	3	도로공사	A-0400-0708S-4	E	1	금왕꽃동네IC-음성IC	70.8	20200801	29	120.0	36.980556	127.604722	1.99427	0.33	0.14	충북 음성군 금왕읍 금석리
3	4	도로공사	A-0400-0708S-4	E	2	금왕꽃동네IC-음성IC	70.8	20200801	46	89.5	36.980556	127.604722	1.99427	2.33	1.02	충북 음성군 금왕읍 금석리
4	5	도로공사	A-0400-1082S-4	S	1	제천JC-동충주IC	108.24	20200801	3	110.0	37.071864	127.973953	4.25421	0.03	0.01	충북 충주시 산척면 영덕리
5	6	도로공사	A-0400-1082S-4	S	2	제천JC-동충주IC	108.24	20200801	13	100.0	37.071864	127.973953	4.25421	1.96	0.86	충북 충주시 산척면 영덕리
6	7	도로공사	A-0400-1082S-4	E	1	동충주IC-제천JC	108.24	20200801	39	111.0	37.071864	127.973953	4.25421	0.44	0.19	충북 충주시 산척면 영덕리
7	8	도로공사	A-0400-1082S-4	E	2	동충주IC-제천JC	108.24	20200801	41	93.25	37.071864	127.973953	4.25421	1.74	0.76	충북 충주시 산척면 영덕리
8	9	도로공사	A-0400-0834S-4	S	1	충주JC-서충주IC	83.4	20200801	0	0.0	37.026111	127.723333	-1.13121	0.0	0.0	충북 충주시 신니면 화석리
9	10	도로공사	A-0400-0834S-4	S	2	충주JC-서충주IC	83.4	20200801	0	0.0	37.026111	127.723333	-1.13121	0.0	0.0	충북 충주시 신니면 화석리

	기본키	도로종류	지점	방향	차선	측정구간	장비이정(km)	측정일	차량통과수(대)	평균 속도(km/hr)	위도(°)	경도(°)	기울기(°)	TSP(g/km)	PM10(g/km)	주소
90	91	도로공사	A-0500-0763E-8	E	3	호법JC-이천IC	76.3	20200801	0	0.0	37.234167	127.448056	-0.785921	0.0	0.0	경기 이천시 호법면
91	92	도로공사	A-0500-0763E-8	E	4	호법JC-이천IC	76.3	20200801	0	0.0	37.234167	127.448056	-0.785921	0.0	0.0	경기 이천시 호법면
92	93	도로공사	A-0500-0763E-8	E	5	호법JC-이천IC	76.3	20200801	0	0.0	37.234167	127.448056	-0.785921	0.0	0.0	경기 이천시 호법면
93	94	도로공사	A-0500-0763E-8	E	6	호법JC-이천IC	76.3	20200801	0	0.0	37.234167	127.448056	-0.785921	0.0	0.0	경기 이천시 호법면
94	95	도로공사	A-0500-0763E-8	E	7	호법JC-이천IC	76.3	20200801	0	0.0	37.234167	127.448056	-0.785921	0.0	0.0	경기 이천시 호법면
95	96	도로공사	A-0500-0763E-8	E	8	호법JC-이천IC	76.3	20200801	0	0.0	37.234167	127.448056	-0.785921	0.0	0.0	경기 이천시 호법면
96	97	도로공사	A-0500-0844S-8	S	1	여주JC-이천IC	84.43	20200801	0	0.0	37.410278	127.925833	-0.489801	0.0	0.0	경기 여주시 가남읍 정단리
97	98	도로공사	A-0500-0844S-8	S	2	여주JC-이천IC	84.43	20200801	116	94.8	37.410278	127.925833	-0.489801	2.5	1.1	경기 여주시 가남읍 정단리
98	99	도로공사	A-0500-0844S-8	S	3	여주JC-이천IC	84.43	20200801	79	78.71	37.410278	127.925833	-0.489801	5.2	2.29	경기 여주시 가남읍 정단리
99	100	도로공사	A-0500-0844S-8	S	4	여주JC-이천IC	84.43	20200801	21	80.57	37.410278	127.925833	-0.489801	2.84	1.25	경기 여주시 가남읍 정단리

Overview

Variables

Common Values

Length

Common Values (Plot)

Common Values

Length

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