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	9
Categorical	8

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
`측정구간` is highly overall correlated with `기본키` and 7 other fields	High correlation
`주소` 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 5 other fields	High correlation
`차량통과수(대)` is highly overall correlated with `평균 속도(km/hr)` and 2 other fields	High correlation
`평균 속도(km/hr)` is highly overall correlated with `차량통과수(대)`	High correlation
`위도(°)` is highly overall correlated with `기본키` and 5 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
`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
`기본키` has unique values	Unique
`차량통과수(대)` has 23 (23.0%) zeros	Zeros
`평균 속도(km/hr)` has 23 (23.0%) zeros	Zeros
`TSP(g/km)` has 24 (24.0%) zeros	Zeros
`PM10(g/km)` has 25 (25.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:09:12.950090
Analysis finished	2023-12-10 11:09:26.069215
Duration	13.12 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	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

A-0010-3452S-10	10
A-0010-3722E-10	10
A-0010-3801E-10	10
A-0010-3352E-9	9
A-0010-0083E-6	6
Other values (10)	55

Length

Max length	15
Median length	14
Mean length	14.36
Min length	14

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	A-0010-0083E-6
2nd row	A-0010-0083E-6
3rd row	A-0010-0083E-6
4th row	A-0010-0083E-6
5th row	A-0010-0083E-6

Common Values

Value	Count	Frequency (%)
A-0010-3452S-10	10	10.0%
A-0010-3722E-10	10	10.0%
A-0010-3801E-10	10	10.0%
A-0010-3352E-9	9	9.0%
A-0010-0083E-6	6	6.0%
A-0010-0538E-6	6	6.0%
A-0010-1880E-6	6	6.0%
A-0010-2695C-6	6	6.0%
A-0010-2761E-6	6	6.0%
A-0010-3019E-6	6	6.0%
Other values (5)	25	25.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a-0010-3452s-10	10	10.0%
a-0010-3722e-10	10	10.0%
a-0010-3801e-10	10	10.0%
a-0010-3352e-9	9	9.0%
a-0010-0083e-6	6	6.0%
a-0010-0538e-6	6	6.0%
a-0010-1880e-6	6	6.0%
a-0010-2695c-6	6	6.0%
a-0010-2761e-6	6	6.0%
a-0010-3019e-6	6	6.0%
Other values (5)	25	25.0%

방향
Categorical

HIGH CORRELATION

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

E	54
S	46

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
E	54	54.0%
S	46	46.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
e	54	54.0%
s	46	46.0%

차선
Categorical

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

1	27
2	26
3	26
4	12
5	9

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
1	27	27.0%
2	26	26.0%
3	26	26.0%
4	12	12.0%
5	9	9.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	27	27.0%
2	26	26.0%
3	26	26.0%
4	12	12.0%
5	9	9.0%

측정구간
Categorical

HIGH CORRELATION

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

동탄JC-기흥동탄IC	5
오산IC-동탄JC	5
오산IC-안성JC	5
안성JC-오산IC	5
북천안IC-천안IC	5
Other values (22)	75

Length

Max length	11
Median length	9
Mean length	9.36
Min length	9

Unique

Unique	1 ?
Unique (%)	1.0%

Sample

1st row	노포JC-양산JC
2nd row	노포JC-양산JC
3rd row	노포JC-양산JC
4th row	양산JC-노포JC
5th row	양산JC-노포JC

Common Values

Value	Count	Frequency (%)
동탄JC-기흥동탄IC	5	5.0%
오산IC-동탄JC	5	5.0%
오산IC-안성JC	5	5.0%
안성JC-오산IC	5	5.0%
북천안IC-천안IC	5	5.0%
천안IC-북천안IC	5	5.0%
천안IC-천안JC	5	5.0%
청주JC-남이JC	5	5.0%
동탄JC-오산IC	5	5.0%
천안JC-천안IC	4	4.0%
Other values (17)	51	51.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
동탄jc-기흥동탄ic	5	5.0%
오산ic-안성jc	5	5.0%
안성jc-오산ic	5	5.0%
북천안ic-천안ic	5	5.0%
천안ic-북천안ic	5	5.0%
천안ic-천안jc	5	5.0%
청주jc-남이jc	5	5.0%
동탄jc-오산ic	5	5.0%
오산ic-동탄jc	5	5.0%
남청주ic-청주jc	4	4.0%
Other values (17)	51	51.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	285.7632

Minimum	8.3
Maximum	384.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	8.3
5-th percentile	8.3
Q1	276.1
median	306.8
Q3	372.23
95-th percentile	384.5
Maximum	384.5
Range	376.2
Interquartile range (IQR)	96.13

Descriptive statistics

Standard deviation	106.86638
Coefficient of variation (CV)	0.37396832
Kurtosis	1.4903591
Mean	285.7632
Median Absolute Deviation (MAD)	38.4
Skewness	-1.5636812
Sum	28576.32
Variance	11420.424
Monotonicity	Increasing

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
345.2	10	10.0%
372.23	10	10.0%
380.1	10	10.0%
335.2	9	9.0%
8.3	6	6.0%
53.4	6	6.0%
188.02	6	6.0%
269.5	6	6.0%
276.1	6	6.0%
301.9	6	6.0%
Other values (5)	25	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3	6	6.0%
53.4	6	6.0%
188.02	6	6.0%
269.5	6	6.0%
276.1	6	6.0%
295.3	4	4.0%
295.6	4	4.0%
297.9	5	5.0%
301.9	6	6.0%
306.8	6	6.0%

Value	Count	Frequency (%)
384.5	6	6.0%
380.1	10	10.0%
372.23	10	10.0%
345.2	10	10.0%
335.2	9	9.0%
306.8	6	6.0%
301.9	6	6.0%
297.9	5	5.0%
295.6	4	4.0%
295.3	4	4.0%

측정일
Categorical

CONSTANT

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

20210601	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210601
2nd row	20210601
3rd row	20210601
4th row	20210601
5th row	20210601

Common Values

Value	Count	Frequency (%)
20210601	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210601	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	56
Distinct (%)	56.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.4

Minimum	0
Maximum	153
Zeros	23
Zeros (%)	23.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	28.5
Q3	63.5
95-th percentile	112.2
Maximum	153
Range	153
Interquartile range (IQR)	62.5

Descriptive statistics

Standard deviation	37.844178
Coefficient of variation (CV)	0.98552547
Kurtosis	0.10149596
Mean	38.4
Median Absolute Deviation (MAD)	28.5
Skewness	0.90398846
Sum	3840
Variance	1432.1818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23	23.0%
1	4	4.0%
92	3	3.0%
30	3	3.0%
23	3	3.0%
24	3	3.0%
16	2	2.0%
31	2	2.0%
49	2	2.0%
53	2	2.0%
Other values (46)	53	53.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	23	23.0%
1	4	4.0%
2	1	1.0%
3	1	1.0%
5	1	1.0%
6	2	2.0%
13	2	2.0%
16	2	2.0%
18	1	1.0%
21	1	1.0%

Value	Count	Frequency (%)
153	1	1.0%
133	1	1.0%
129	1	1.0%
126	1	1.0%
116	1	1.0%
112	1	1.0%
106	1	1.0%
100	1	1.0%
97	1	1.0%
92	3	3.0%

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	69.6094

Minimum	0
Maximum	132
Zeros	23
Zeros (%)	23.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	56.75
median	84.37
Q3	96.4375
95-th percentile	115.125
Maximum	132
Range	132
Interquartile range (IQR)	39.6875

Descriptive statistics

Standard deviation	40.864837
Coefficient of variation (CV)	0.58705918
Kurtosis	-0.6865454
Mean	69.6094
Median Absolute Deviation (MAD)	14.165
Skewness	-0.88907613
Sum	6960.94
Variance	1669.9349
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	23	23.0%
88.67	2	2.0%
99.0	2	2.0%
84.0	2	2.0%
85.0	2	2.0%
74.71	2	2.0%
111.0	2	2.0%
99.5	2	2.0%
79.5	1	1.0%
101.0	1	1.0%
Other values (61)	61	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	23	23.0%
31.0	1	1.0%
50.0	1	1.0%
59.0	1	1.0%
59.2	1	1.0%
70.67	1	1.0%
73.5	1	1.0%
74.71	2	2.0%
74.78	1	1.0%
76.17	1	1.0%

Value	Count	Frequency (%)
132.0	1	1.0%
126.0	1	1.0%
125.0	1	1.0%
118.33	1	1.0%
117.5	1	1.0%
115.0	1	1.0%
111.0	2	2.0%
110.0	1	1.0%
109.5	1	1.0%
109.0	1	1.0%

위도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.59538

Minimum	35.306944
Maximum	37.197661
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	35.306944
5-th percentile	35.306944
Q1	36.38961
median	36.640197
Q3	37.100926
95-th percentile	37.197661
Maximum	37.197661
Range	1.8907167
Interquartile range (IQR)	0.711316

Descriptive statistics

Standard deviation	0.50996099
Coefficient of variation (CV)	0.013935119
Kurtosis	0.63388146
Mean	36.59538
Median Absolute Deviation (MAD)	0.27164222
Skewness	-1.0419698
Sum	3659.538
Variance	0.26006021
Monotonicity	Increasing

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
36.86890278	10	10.0%
37.100926	10	10.0%
37.15877778	10	10.0%
36.78083333	9	9.0%
35.30694444	6	6.0%
35.68194444	6	6.0%
36.15572222	6	6.0%
36.3475	6	6.0%
36.38961	6	6.0%
36.60611111	6	6.0%
Other values (5)	25	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.30694444	6	6.0%
35.68194444	6	6.0%
36.15572222	6	6.0%
36.3475	6	6.0%
36.38961	6	6.0%
36.54	4	4.0%
36.55638889	4	4.0%
36.57694444	5	5.0%
36.60611111	6	6.0%
36.64019722	6	6.0%

Value	Count	Frequency (%)
37.19766111	6	6.0%
37.15877778	10	10.0%
37.100926	10	10.0%
36.86890278	10	10.0%
36.78083333	9	9.0%
36.64019722	6	6.0%
36.60611111	6	6.0%
36.57694444	5	5.0%
36.55638889	4	4.0%
36.54	4	4.0%

경도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.54585

Minimum	127.08833
Maximum	129.18111
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	127.08833
5-th percentile	127.08833
Q1	127.11864
median	127.37813
Q3	127.43389
95-th percentile	129.18111
Maximum	129.18111
Range	2.0927778
Interquartile range (IQR)	0.3152469

Descriptive statistics

Standard deviation	0.64338158
Coefficient of variation (CV)	0.0050443161
Kurtosis	1.807567
Mean	127.54585
Median Absolute Deviation (MAD)	0.2014611
Skewness	1.7872007
Sum	12754.585
Variance	0.41393986
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
127.1867222	10	10.0%
127.118642	10	10.0%
127.0883333	10	10.0%
127.1766667	9	9.0%
129.0747222	6	6.0%
129.1811111	6	6.0%
128.2132778	6	6.0%
127.4691667	6	6.0%
127.423508	6	6.0%
127.4083333	6	6.0%
Other values (5)	25	25.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.0883333	10	10.0%
127.0940278	6	6.0%
127.118642	10	10.0%
127.1766667	9	9.0%
127.1867222	10	10.0%
127.3781278	6	6.0%
127.4083333	6	6.0%
127.423508	6	6.0%
127.4277778	5	5.0%
127.4325	4	4.0%

Value	Count	Frequency (%)
129.1811111	6	6.0%
129.0747222	6	6.0%
128.2132778	6	6.0%
127.4691667	6	6.0%
127.4338889	4	4.0%
127.4325	4	4.0%
127.4277778	5	5.0%
127.423508	6	6.0%
127.4083333	6	6.0%
127.3781278	6	6.0%

기울기(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.02413127

Minimum	-13.24576
Maximum	12.47809
Zeros	0
Zeros (%)	0.0%
Negative	47
Negative (%)	47.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-13.24576
5-th percentile	-3.15276
Q1	-0.89864525
median	0.09761
Q3	1.0850327
95-th percentile	3.071416
Maximum	12.47809
Range	25.72385
Interquartile range (IQR)	1.983678

Descriptive statistics

Standard deviation	3.4610736
Coefficient of variation (CV)	-143.42691
Kurtosis	9.3262758
Mean	-0.02413127
Median Absolute Deviation (MAD)	1.0164195
Skewness	-0.26829937
Sum	-2.413127
Variance	11.979031
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
1.254885	5	5.0%
0.671977	5	5.0%
-0.660004	5	5.0%
-0.141433	5	5.0%
0.09761	5	5.0%
0.61369	5	5.0%
-0.624001	5	5.0%
1.544389	5	5.0%
-1.758683	5	5.0%
-0.807188	4	4.0%
Other values (17)	51	51.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-13.24576	3	3.0%
-3.15276	3	3.0%
-2.788625	3	3.0%
-1.758683	5	5.0%
-1.717451	3	3.0%
-1.359001	4	4.0%
-1.252479	3	3.0%
-1.173017	1	1.0%
-0.807188	4	4.0%
-0.688696	3	3.0%

Value	Count	Frequency (%)
12.47809	3	3.0%
3.071416	3	3.0%
2.703849	3	3.0%
1.717451	3	3.0%
1.544389	5	5.0%
1.254885	5	5.0%
1.172023	3	3.0%
1.056036	4	4.0%
0.688696	3	3.0%
0.671977	5	5.0%

TSP(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	76
Distinct (%)	76.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1568

Minimum	0
Maximum	16.35
Zeros	24
Zeros (%)	24.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.025
median	0.895
Q3	4.505
95-th percentile	12.2685
Maximum	16.35
Range	16.35
Interquartile range (IQR)	4.48

Descriptive statistics

Standard deviation	4.2950589
Coefficient of variation (CV)	1.3605737
Kurtosis	1.138124
Mean	3.1568
Median Absolute Deviation (MAD)	0.895
Skewness	1.4620831
Sum	315.68
Variance	18.447531
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	24	24.0%
3.61	2	2.0%
0.24	1	1.0%
0.23	1	1.0%
2.83	1	1.0%
1.37	1	1.0%
0.9	1	1.0%
0.27	1	1.0%
1.91	1	1.0%
0.03	1	1.0%
Other values (66)	66	66.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	24	24.0%
0.01	1	1.0%
0.03	1	1.0%
0.05	1	1.0%
0.09	1	1.0%
0.1	1	1.0%
0.12	1	1.0%
0.15	1	1.0%
0.22	1	1.0%
0.23	1	1.0%

Value	Count	Frequency (%)
16.35	1	1.0%
15.69	1	1.0%
15.22	1	1.0%
13.8	1	1.0%
13.19	1	1.0%
12.22	1	1.0%
11.62	1	1.0%
10.72	1	1.0%
10.38	1	1.0%
9.72	1	1.0%

PM10(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	69
Distinct (%)	69.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3892

Minimum	0
Maximum	7.19
Zeros	25
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0075
median	0.395
Q3	1.9875
95-th percentile	5.401
Maximum	7.19
Range	7.19
Interquartile range (IQR)	1.98

Descriptive statistics

Standard deviation	1.8900423
Coefficient of variation (CV)	1.3605257
Kurtosis	1.1325538
Mean	1.3892
Median Absolute Deviation (MAD)	0.395
Skewness	1.4605087
Sum	138.92
Variance	3.57226
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	25	25.0%
0.04	2	2.0%
0.4	2	2.0%
0.19	2	2.0%
1.59	2	2.0%
0.1	2	2.0%
0.31	2	2.0%
0.6	2	2.0%
1.4	1	1.0%
0.51	1	1.0%
Other values (59)	59	59.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	25.0%
0.01	1	1.0%
0.02	1	1.0%
0.04	2	2.0%
0.05	1	1.0%
0.06	1	1.0%
0.09	1	1.0%
0.1	2	2.0%
0.11	1	1.0%
0.12	1	1.0%

Value	Count	Frequency (%)
7.19	1	1.0%
6.9	1	1.0%
6.7	1	1.0%
6.07	1	1.0%
5.8	1	1.0%
5.38	1	1.0%
5.11	1	1.0%
4.72	1	1.0%
4.57	1	1.0%
4.28	1	1.0%

주소
Categorical

HIGH CORRELATION

Distinct	13
Distinct (%)	13.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

충북 청원군 남이면	13
충남 천안시 서북구 성거읍 송남리	10
경기 용인시 처인구 남사면 진목리	10
경기 화성시 동탄면 송리	10
충청 천안시 구성동	9
Other values (8)	48

Length

Max length	18
Median length	15
Mean length	12.62
Min length	9

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
충북 청원군 남이면	13	13.0%
충남 천안시 서북구 성거읍 송남리	10	10.0%
경기 용인시 처인구 남사면 진목리	10	10.0%
경기 화성시 동탄면 송리	10	10.0%
충청 천안시 구성동	9	9.0%
경남 양산시 동면	6	6.0%
울산 울주군 두서면 활천리	6	6.0%
경북 김천시 아포읍 봉산리	6	6.0%
대전 대덕구 비래동	6	6.0%
대전 대덕구 연축동	6	6.0%
Other values (3)	18	18.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기	26	7.1%
충북	25	6.8%
천안시	19	5.2%
청원군	19	5.2%
화성시	16	4.3%
남이면	13	3.5%
대전	12	3.3%
대덕구	12	3.3%
진목리	10	2.7%
성거읍	10	2.7%
Other values (28)	206	56.0%

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	0.966	0.000	0.000	0.984	0.884	0.621	0.334	0.926	0.943	0.651	0.334	0.334	0.942
지점	0.966	1.000	0.131	0.000	1.000	1.000	0.434	0.401	1.000	1.000	0.860	0.473	0.473	1.000
방향	0.000	0.131	1.000	0.000	1.000	0.000	0.098	0.000	0.000	0.000	0.662	0.296	0.296	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.000	0.567	0.574	0.000	0.130	0.000	0.673	0.673	0.000
측정구간	0.984	1.000	1.000	0.000	1.000	1.000	0.534	0.589	1.000	1.000	1.000	0.286	0.286	1.000
장비이정(km)	0.884	1.000	0.000	0.000	1.000	1.000	0.399	0.406	0.966	1.000	0.765	0.263	0.263	1.000
차량통과수(대)	0.621	0.434	0.098	0.567	0.534	0.399	1.000	0.608	0.316	0.416	0.385	0.825	0.825	0.466
평균 속도(km/hr)	0.334	0.401	0.000	0.574	0.589	0.406	0.608	1.000	0.219	0.120	0.700	0.422	0.422	0.442
위도(°)	0.926	1.000	0.000	0.000	1.000	0.966	0.316	0.219	1.000	0.999	0.712	0.225	0.225	1.000
경도(°)	0.943	1.000	0.000	0.130	1.000	1.000	0.416	0.120	0.999	1.000	0.540	0.308	0.308	1.000
기울기(°)	0.651	0.860	0.662	0.000	1.000	0.765	0.385	0.700	0.712	0.540	1.000	0.000	0.000	0.832
TSP(g/km)	0.334	0.473	0.296	0.673	0.286	0.263	0.825	0.422	0.225	0.308	0.000	1.000	1.000	0.415
PM10(g/km)	0.334	0.473	0.296	0.673	0.286	0.263	0.825	0.422	0.225	0.308	0.000	1.000	1.000	0.415
주소	0.942	1.000	0.000	0.000	1.000	1.000	0.466	0.442	1.000	1.000	0.832	0.415	0.415	1.000

Heatmap
Table

	지점	차선	측정구간	방향	주소
지점	1.000	0.000	0.927	0.105	0.988
차선	0.000	1.000	0.000	0.000	0.000
측정구간	0.927	0.000	1.000	0.863	0.916
방향	0.105	0.000	0.863	1.000	0.000
주소	0.988	0.000	0.916	0.000	1.000

Heatmap
Table

	기본키	장비이정(km)	차량통과수(대)	평균 속도(km/hr)	위도(°)	경도(°)	기울기(°)	TSP(g/km)	PM10(g/km)	지점	방향	차선	측정구간	주소
기본키	1.000	0.997	0.023	-0.223	0.997	-0.970	0.100	-0.160	-0.163	0.774	0.000	0.000	0.809	0.771
장비이정(km)	0.997	1.000	0.038	-0.203	1.000	-0.972	0.080	-0.157	-0.160	0.956	0.000	0.000	0.886	0.967
차량통과수(대)	0.023	0.038	1.000	0.532	0.038	-0.113	-0.229	0.883	0.881	0.167	0.065	0.261	0.195	0.206
평균 속도(km/hr)	-0.223	-0.203	0.532	1.000	-0.203	0.132	-0.151	0.373	0.368	0.165	0.000	0.369	0.206	0.199
위도(°)	0.997	1.000	0.038	-0.203	1.000	-0.972	0.080	-0.157	-0.160	0.961	0.000	0.000	0.891	0.972
경도(°)	-0.970	-0.972	-0.113	0.132	-0.972	1.000	-0.083	0.100	0.104	0.941	0.000	0.104	0.872	0.952
기울기(°)	0.100	0.080	-0.229	-0.151	0.080	-0.083	1.000	-0.251	-0.248	0.589	0.474	0.000	0.881	0.583
TSP(g/km)	-0.160	-0.157	0.883	0.373	-0.157	0.100	-0.251	1.000	0.999	0.187	0.216	0.332	0.080	0.179
PM10(g/km)	-0.163	-0.160	0.881	0.368	-0.160	0.104	-0.248	0.999	1.000	0.187	0.216	0.332	0.080	0.179
지점	0.774	0.956	0.167	0.165	0.961	0.941	0.589	0.187	0.187	1.000	0.105	0.000	0.927	0.988
방향	0.000	0.000	0.065	0.000	0.000	0.000	0.474	0.216	0.216	0.105	1.000	0.000	0.863	0.000
차선	0.000	0.000	0.261	0.369	0.000	0.104	0.000	0.332	0.332	0.000	0.000	1.000	0.000	0.000
측정구간	0.809	0.886	0.195	0.206	0.891	0.872	0.881	0.080	0.080	0.927	0.863	0.000	1.000	0.916
주소	0.771	0.967	0.206	0.199	0.972	0.952	0.583	0.179	0.179	0.988	0.000	0.000	0.916	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-0010-0083E-6	E	1	노포JC-양산JC	8.3	20210601	21	109.0	35.306944	129.074722	-3.15276	0.24	0.1	경남 양산시 동면
1	2	도로공사	A-0010-0083E-6	E	2	노포JC-양산JC	8.3	20210601	53	99.0	35.306944	129.074722	-3.15276	1.61	0.71	경남 양산시 동면
2	3	도로공사	A-0010-0083E-6	E	3	노포JC-양산JC	8.3	20210601	28	92.67	35.306944	129.074722	-3.15276	1.36	0.6	경남 양산시 동면
3	4	도로공사	A-0010-0083E-6	S	1	양산JC-노포JC	8.3	20210601	22	125.0	35.306944	129.074722	3.071416	0.25	0.11	경남 양산시 동면
4	5	도로공사	A-0010-0083E-6	S	2	양산JC-노포JC	8.3	20210601	41	99.5	35.306944	129.074722	3.071416	0.7	0.31	경남 양산시 동면
5	6	도로공사	A-0010-0083E-6	S	3	양산JC-노포JC	8.3	20210601	18	82.67	35.306944	129.074722	3.071416	0.72	0.32	경남 양산시 동면
6	7	도로공사	A-0010-0538E-6	E	1	언양JC-활천IC	53.4	20210601	6	95.0	35.681944	129.181111	0.22545	0.05	0.02	울산 울주군 두서면 활천리
7	8	도로공사	A-0010-0538E-6	E	2	언양JC-활천IC	53.4	20210601	30	87.8	35.681944	129.181111	0.22545	1.53	0.67	울산 울주군 두서면 활천리
8	9	도로공사	A-0010-0538E-6	E	3	언양JC-활천IC	53.4	20210601	23	77.43	35.681944	129.181111	0.22545	3.61	1.59	울산 울주군 두서면 활천리
9	10	도로공사	A-0010-0538E-6	S	1	활천IC-언양JC	53.4	20210601	13	110.0	35.681944	129.181111	0.19158	0.15	0.06	울산 울주군 두서면 활천리

	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-0010-3801E-10	S	2	동탄JC-오산IC	380.1	20210601	116	94.25	37.158778	127.088333	0.671977	3.17	1.4	경기 화성시 동탄면 송리
91	92	도로공사	A-0010-3801E-10	S	3	동탄JC-오산IC	380.1	20210601	112	88.0	37.158778	127.088333	0.671977	9.68	4.26	경기 화성시 동탄면 송리
92	93	도로공사	A-0010-3801E-10	S	4	동탄JC-오산IC	380.1	20210601	92	81.75	37.158778	127.088333	0.671977	9.43	4.15	경기 화성시 동탄면 송리
93	94	도로공사	A-0010-3801E-10	S	5	동탄JC-오산IC	380.1	20210601	1	59.0	37.158778	127.088333	0.671977	0.09	0.04	경기 화성시 동탄면 송리
94	95	도로공사	A-0010-3845E-10	E	1	동탄JC-기흥동탄IC	384.5	20210601	0	0.0	37.197661	127.094028	1.254885	0.0	0.0	경기 화성시 오산동
95	96	도로공사	A-0010-3845E-10	E	2	동탄JC-기흥동탄IC	384.5	20210601	0	0.0	37.197661	127.094028	1.254885	0.0	0.0	경기 화성시 오산동
96	97	도로공사	A-0010-3845E-10	E	3	동탄JC-기흥동탄IC	384.5	20210601	0	0.0	37.197661	127.094028	1.254885	0.0	0.0	경기 화성시 오산동
97	98	도로공사	A-0010-3845E-10	E	4	동탄JC-기흥동탄IC	384.5	20210601	0	0.0	37.197661	127.094028	1.254885	0.0	0.0	경기 화성시 오산동
98	99	도로공사	A-0010-3845E-10	E	5	동탄JC-기흥동탄IC	384.5	20210601	0	0.0	37.197661	127.094028	1.254885	0.0	0.0	경기 화성시 오산동
99	100	도로공사	A-0010-3845E-10	S	1	기흥동탄IC-동탄JC	384.5	20210601	0	0.0	37.197661	127.094028	-1.173017	0.0	0.0	경기 화성시 오산동

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