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 30 (30.0%) zeros	Zeros
`평균 속도(km/hr)` has 30 (30.0%) zeros	Zeros
`TSP(g/km)` has 30 (30.0%) zeros	Zeros
`PM10(g/km)` has 33 (33.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:08:19.811519
Analysis finished	2023-12-10 11:08:30.219677
Duration	10.41 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-0010-3613E-10	10
A-0010-3722E-10	10
A-0010-3801E-10	10
A-0010-3352E-9	9
Other values (10)	51

Length

Max length	15
Median length	14
Mean length	14.42
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-0010-3613E-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-0010-2761E-6	6	6.0%
A-0010-3019E-6	6	6.0%
Other values (5)	21	21.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
a-0010-3452s-10	10	10.0%
a-0010-3613e-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-0010-2761e-6	6	6.0%
a-0010-3019e-6	6	6.0%
Other values (5)	21	21.0%

방향
Categorical

HIGH CORRELATION

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

E	53
S	47

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	53	53.0%
S	47	47.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
e	53	53.0%
s	47	47.0%

차선
Categorical

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

1	26
2	26
3	25
4	13
5	10

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	26	26.0%
2	26	26.0%
3	25	25.0%
4	13	13.0%
5	10	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	26	26.0%
2	26	26.0%
3	25	25.0%
4	13	13.0%
5	10	10.0%

측정구간
Categorical

HIGH CORRELATION

Distinct	26
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

동탄JC-오산IC	5
청주JC-남이JC	5
오산IC-동탄JC	5
천안IC-북천안IC	5
북천안IC-천안IC	5
Other values (21)	75

Length

Max length	11
Median length	9
Mean length	9.28
Min length	9

Unique

Unique	0 ?
Unique (%)	0.0%

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-오산IC	5	5.0%
청주JC-남이JC	5	5.0%
오산IC-동탄JC	5	5.0%
천안IC-북천안IC	5	5.0%
북천안IC-천안IC	5	5.0%
천안IC-천안JC	5	5.0%
안성IC-안성JC	5	5.0%
안성JC-안성IC	5	5.0%
안성JC-오산IC	5	5.0%
오산IC-안성JC	5	5.0%
Other values (16)	50	50.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
동탄jc-오산ic	5	5.0%
안성ic-안성jc	5	5.0%
청주jc-남이jc	5	5.0%
안성jc-오산ic	5	5.0%
안성jc-안성ic	5	5.0%
오산ic-안성jc	5	5.0%
천안ic-천안jc	5	5.0%
북천안ic-천안ic	5	5.0%
천안ic-북천안ic	5	5.0%
오산ic-동탄jc	5	5.0%
Other values (16)	50	50.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	290.3432

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	295.3
median	335.2
Q3	361.3
95-th percentile	380.1
Maximum	384.5
Range	376.2
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	107.54373
Coefficient of variation (CV)	0.37040208
Kurtosis	1.6545666
Mean	290.3432
Median Absolute Deviation (MAD)	37.03
Skewness	-1.6607473
Sum	29034.32
Variance	11565.653
Monotonicity	Increasing

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
345.2	10	10.0%
361.3	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%
276.1	6	6.0%
301.9	6	6.0%
Other values (5)	21	21.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3	6	6.0%
53.4	6	6.0%
188.02	6	6.0%
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%
335.2	9	9.0%

Value	Count	Frequency (%)
384.5	2	2.0%
380.1	10	10.0%
372.23	10	10.0%
361.3	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%

측정일
Categorical

CONSTANT

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

20210901	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210901
2nd row	20210901
3rd row	20210901
4th row	20210901
5th row	20210901

Common Values

Value	Count	Frequency (%)
20210901	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210901	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	33.5

Minimum	0
Maximum	120
Zeros	30
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25.5
Q3	58.5
95-th percentile	97
Maximum	120
Range	120
Interquartile range (IQR)	58.5

Descriptive statistics

Standard deviation	34.39183
Coefficient of variation (CV)	1.0266218
Kurtosis	-0.27628155
Mean	33.5
Median Absolute Deviation (MAD)	25.5
Skewness	0.81569508
Sum	3350
Variance	1182.798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30	30.0%
1	3	3.0%
60	3	3.0%
74	3	3.0%
28	2	2.0%
89	2	2.0%
32	2	2.0%
37	2	2.0%
120	2	2.0%
66	2	2.0%
Other values (40)	49	49.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	30	30.0%
1	3	3.0%
4	1	1.0%
5	2	2.0%
7	1	1.0%
10	2	2.0%
12	1	1.0%
16	1	1.0%
19	2	2.0%
20	1	1.0%

Value	Count	Frequency (%)
120	2	2.0%
119	1	1.0%
118	1	1.0%
97	2	2.0%
91	2	2.0%
89	2	2.0%
84	1	1.0%
83	1	1.0%
74	3	3.0%
72	1	1.0%

평균 속도(km/hr)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	63.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.0251

Minimum	0
Maximum	131
Zeros	30
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	82.535
Q3	91.91
95-th percentile	108.175
Maximum	131
Range	131
Interquartile range (IQR)	91.91

Descriptive statistics

Standard deviation	42.803809
Coefficient of variation (CV)	0.67915496
Kurtosis	-1.2629067
Mean	63.0251
Median Absolute Deviation (MAD)	14.125
Skewness	-0.67850624
Sum	6302.51
Variance	1832.1661
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	30	30.0%
103.0	3	3.0%
101.0	2	2.0%
91.0	2	2.0%
88.83	2	2.0%
87.75	2	2.0%
73.33	2	2.0%
92.0	2	2.0%
91.33	1	1.0%
95.57	1	1.0%
Other values (53)	53	53.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	30	30.0%
62.0	1	1.0%
68.75	1	1.0%
69.71	1	1.0%
72.75	1	1.0%
73.33	2	2.0%
73.44	1	1.0%
73.83	1	1.0%
75.33	1	1.0%
75.43	1	1.0%

Value	Count	Frequency (%)
131.0	1	1.0%
115.0	1	1.0%
113.0	1	1.0%
112.0	1	1.0%
111.5	1	1.0%
108.0	1	1.0%
106.0	1	1.0%
105.5	1	1.0%
104.0	1	1.0%
103.0	3	3.0%

위도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.627512

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	36.54
median	36.780833
Q3	37.008889
95-th percentile	37.158778
Maximum	37.197661
Range	1.8907167
Interquartile range (IQR)	0.46888889

Descriptive statistics

Standard deviation	0.50784722
Coefficient of variation (CV)	0.013865185
Kurtosis	0.96008182
Mean	36.627512
Median Absolute Deviation (MAD)	0.23444445
Skewness	-1.2549226
Sum	3662.7512
Variance	0.2579088
Monotonicity	Increasing

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
36.86890278	10	10.0%
37.00888889	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%
36.38961	6	6.0%
36.60611111	6	6.0%
Other values (5)	21	21.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.30694444	6	6.0%
35.68194444	6	6.0%
36.15572222	6	6.0%
36.38961	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%
36.78083333	9	9.0%

Value	Count	Frequency (%)
37.19766111	2	2.0%
37.15877778	10	10.0%
37.100926	10	10.0%
37.00888889	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%

경도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.52886

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	127.14917
median	127.18672
Q3	127.4325
95-th percentile	129.18111
Maximum	129.18111
Range	2.0927778
Interquartile range (IQR)	0.2833333

Descriptive statistics

Standard deviation	0.64879756
Coefficient of variation (CV)	0.0050874569
Kurtosis	1.8443249
Mean	127.52886
Median Absolute Deviation (MAD)	0.0983889
Skewness	1.8134878
Sum	12752.886
Variance	0.42093827
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
127.1867222	10	10.0%
127.1491667	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%
127.423508	6	6.0%
127.4083333	6	6.0%
Other values (5)	21	21.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.0883333	10	10.0%
127.0940278	2	2.0%
127.118642	10	10.0%
127.1491667	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%

Value	Count	Frequency (%)
129.1811111	6	6.0%
129.0747222	6	6.0%
128.2132778	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%
127.1867222	10	10.0%

기울기(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0274378

Minimum	-3.15276
Maximum	3.071416
Zeros	0
Zeros (%)	0.0%
Negative	48
Negative (%)	48.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-3.15276
5-th percentile	-2.788625
Q1	-1.252479
median	0.09761
Q3	1.056036
95-th percentile	2.703849
Maximum	3.071416
Range	6.224176
Interquartile range (IQR)	2.308515

Descriptive statistics

Standard deviation	1.4325792
Coefficient of variation (CV)	-52.211883
Kurtosis	-0.28232948
Mean	-0.0274378
Median Absolute Deviation (MAD)	1.0164195
Skewness	-0.033619583
Sum	-2.74378
Variance	2.0522832
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
0.671977	5	5.0%
-0.660004	5	5.0%
-0.141433	5	5.0%
0.09761	5	5.0%
-1.30142	5	5.0%
1.293015	5	5.0%
-1.758683	5	5.0%
0.61369	5	5.0%
-0.624001	5	5.0%
1.544389	5	5.0%
Other values (16)	50	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-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%
-1.30142	5	5.0%
-1.252479	3	3.0%
-0.807188	4	4.0%
-0.688696	3	3.0%
-0.660004	5	5.0%

Value	Count	Frequency (%)
3.071416	3	3.0%
2.703849	3	3.0%
1.717451	3	3.0%
1.544389	5	5.0%
1.293015	5	5.0%
1.254885	2	2.0%
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	66
Distinct (%)	66.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.6159

Minimum	0
Maximum	13.17
Zeros	30
Zeros (%)	30.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.605
Q3	4.6975
95-th percentile	9.533
Maximum	13.17
Range	13.17
Interquartile range (IQR)	4.6975

Descriptive statistics

Standard deviation	3.5238352
Coefficient of variation (CV)	1.3470833
Kurtosis	0.59743091
Mean	2.6159
Median Absolute Deviation (MAD)	0.605
Skewness	1.2824831
Sum	261.59
Variance	12.417414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	30	30.0%
0.01	3	3.0%
0.04	2	2.0%
0.76	2	2.0%
0.26	2	2.0%
1.06	1	1.0%
0.17	1	1.0%
5.48	1	1.0%
4.78	1	1.0%
0.67	1	1.0%
Other values (56)	56	56.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	30	30.0%
0.01	3	3.0%
0.04	2	2.0%
0.06	1	1.0%
0.08	1	1.0%
0.11	1	1.0%
0.17	1	1.0%
0.2	1	1.0%
0.26	2	2.0%
0.31	1	1.0%

Value	Count	Frequency (%)
13.17	1	1.0%
12.75	1	1.0%
12.05	1	1.0%
10.56	1	1.0%
9.78	1	1.0%
9.52	1	1.0%
9.5	1	1.0%
9.17	1	1.0%
8.43	1	1.0%
8.28	1	1.0%

PM10(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	63
Distinct (%)	63.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.151

Minimum	0
Maximum	5.79
Zeros	33
Zeros (%)	33.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.265
Q3	2.0625
95-th percentile	4.1955
Maximum	5.79
Range	5.79
Interquartile range (IQR)	2.0625

Descriptive statistics

Standard deviation	1.5502926
Coefficient of variation (CV)	1.3469093
Kurtosis	0.59461769
Mean	1.151
Median Absolute Deviation (MAD)	0.265
Skewness	1.2817913
Sum	115.1
Variance	2.4034071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	33	33.0%
0.02	3	3.0%
0.2	2	2.0%
0.18	2	2.0%
0.24	2	2.0%
4.03	1	1.0%
4.19	1	1.0%
1.54	1	1.0%
0.33	1	1.0%
1.43	1	1.0%
Other values (53)	53	53.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	33	33.0%
0.02	3	3.0%
0.03	1	1.0%
0.05	1	1.0%
0.08	1	1.0%
0.09	1	1.0%
0.11	1	1.0%
0.12	1	1.0%
0.14	1	1.0%
0.16	1	1.0%

Value	Count	Frequency (%)
5.79	1	1.0%
5.61	1	1.0%
5.3	1	1.0%
4.65	1	1.0%
4.3	1	1.0%
4.19	1	1.0%
4.18	1	1.0%
4.03	1	1.0%
3.71	1	1.0%
3.64	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 안성시 원곡면	10
경기 용인시 처인구 남사면 진목리	10
경기 화성시 동탄면 송리	10
Other values (8)	47

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 안성시 원곡면	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 연축동	6	6.0%
Other values (3)	14	14.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기	32	8.7%
충북	25	6.8%
천안시	19	5.2%
청원군	19	5.2%
남이면	13	3.5%
화성시	12	3.3%
용인시	10	2.7%
동탄면	10	2.7%
진목리	10	2.7%
남사면	10	2.7%
Other values (29)	208	56.5%

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	0.973	0.240	0.000	0.980	0.914	0.484	0.335	0.902	0.951	0.724	0.206	0.206	0.945
지점	0.973	1.000	0.106	0.000	1.000	1.000	0.247	0.510	1.000	1.000	0.903	0.000	0.000	1.000
방향	0.240	0.106	1.000	0.000	1.000	0.000	0.259	0.000	0.000	0.000	0.533	0.000	0.000	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.000	0.407	0.538	0.000	0.090	0.000	0.722	0.722	0.000
측정구간	0.980	1.000	1.000	0.000	1.000	1.000	0.390	0.505	1.000	1.000	1.000	0.000	0.000	1.000
장비이정(km)	0.914	1.000	0.000	0.000	1.000	1.000	0.389	0.389	0.993	1.000	0.711	0.000	0.000	1.000
차량통과수(대)	0.484	0.247	0.259	0.407	0.390	0.389	1.000	0.543	0.358	0.383	0.359	0.830	0.830	0.332
평균 속도(km/hr)	0.335	0.510	0.000	0.538	0.505	0.389	0.543	1.000	0.463	0.376	0.403	0.426	0.426	0.523
위도(°)	0.902	1.000	0.000	0.000	1.000	0.993	0.358	0.463	1.000	0.999	0.889	0.000	0.000	1.000
경도(°)	0.951	1.000	0.000	0.090	1.000	1.000	0.383	0.376	0.999	1.000	0.839	0.199	0.199	1.000
기울기(°)	0.724	0.903	0.533	0.000	1.000	0.711	0.359	0.403	0.889	0.839	1.000	0.000	0.000	0.857
TSP(g/km)	0.206	0.000	0.000	0.722	0.000	0.000	0.830	0.426	0.000	0.199	0.000	1.000	1.000	0.000
PM10(g/km)	0.206	0.000	0.000	0.722	0.000	0.000	0.830	0.426	0.000	0.199	0.000	1.000	1.000	0.000
주소	0.945	1.000	0.000	0.000	1.000	1.000	0.332	0.523	1.000	1.000	0.857	0.000	0.000	1.000

Heatmap
Table

	지점	차선	측정구간	방향	주소
지점	1.000	0.000	0.933	0.082	0.988
차선	0.000	1.000	0.000	0.000	0.000
측정구간	0.933	0.000	1.000	0.869	0.922
방향	0.082	0.000	0.869	1.000	0.000
주소	0.988	0.000	0.922	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	0.155	-0.255	0.997	-0.974	0.080	-0.041	-0.052	0.800	0.174	0.000	0.793	0.780
장비이정(km)	0.997	1.000	0.173	-0.227	1.000	-0.977	0.061	-0.034	-0.045	0.951	0.000	0.000	0.887	0.962
차량통과수(대)	0.155	0.173	1.000	0.524	0.173	-0.207	-0.088	0.894	0.889	0.000	0.224	0.130	0.124	0.076
평균 속도(km/hr)	-0.255	-0.227	0.524	1.000	-0.227	0.202	-0.148	0.438	0.419	0.245	0.000	0.378	0.209	0.264
위도(°)	0.997	1.000	0.173	-0.227	1.000	-0.977	0.061	-0.034	-0.045	0.961	0.000	0.000	0.897	0.972
경도(°)	-0.974	-0.977	-0.207	0.202	-0.977	1.000	-0.071	-0.001	0.007	0.941	0.000	0.070	0.878	0.952
기울기(°)	0.080	0.061	-0.088	-0.148	0.061	-0.071	1.000	-0.104	-0.105	0.656	0.388	0.000	0.897	0.601
TSP(g/km)	-0.041	-0.034	0.894	0.438	-0.034	-0.001	-0.104	1.000	0.995	0.000	0.000	0.371	0.000	0.000
PM10(g/km)	-0.052	-0.045	0.889	0.419	-0.045	0.007	-0.105	0.995	1.000	0.000	0.000	0.371	0.000	0.000
지점	0.800	0.951	0.000	0.245	0.961	0.941	0.656	0.000	0.000	1.000	0.082	0.000	0.933	0.988
방향	0.174	0.000	0.224	0.000	0.000	0.000	0.388	0.000	0.000	0.082	1.000	0.000	0.869	0.000
차선	0.000	0.000	0.130	0.378	0.000	0.070	0.000	0.371	0.371	0.000	0.000	1.000	0.000	0.000
측정구간	0.793	0.887	0.124	0.209	0.897	0.878	0.897	0.000	0.000	0.933	0.869	0.000	1.000	0.922
주소	0.780	0.962	0.076	0.264	0.972	0.952	0.601	0.000	0.000	0.988	0.000	0.000	0.922	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	20210901	21	105.5	35.306944	129.074722	-3.15276	0.73	0.32	경남 양산시 동면
1	2	도로공사	A-0010-0083E-6	E	2	노포JC-양산JC	8.3	20210901	37	102.0	35.306944	129.074722	-3.15276	1.64	0.72	경남 양산시 동면
2	3	도로공사	A-0010-0083E-6	E	3	노포JC-양산JC	8.3	20210901	10	95.4	35.306944	129.074722	-3.15276	1.19	0.52	경남 양산시 동면
3	4	도로공사	A-0010-0083E-6	S	1	양산JC-노포JC	8.3	20210901	37	112.0	35.306944	129.074722	3.071416	0.42	0.18	경남 양산시 동면
4	5	도로공사	A-0010-0083E-6	S	2	양산JC-노포JC	8.3	20210901	55	108.0	35.306944	129.074722	3.071416	1.25	0.55	경남 양산시 동면
5	6	도로공사	A-0010-0083E-6	S	3	양산JC-노포JC	8.3	20210901	34	88.83	35.306944	129.074722	3.071416	4.31	1.9	경남 양산시 동면
6	7	도로공사	A-0010-0538E-6	E	1	언양JC-활천IC	53.4	20210901	7	103.0	35.681944	129.181111	0.22545	0.08	0.03	울산 울주군 두서면 활천리
7	8	도로공사	A-0010-0538E-6	E	2	언양JC-활천IC	53.4	20210901	19	87.75	35.681944	129.181111	0.22545	0.66	0.29	울산 울주군 두서면 활천리
8	9	도로공사	A-0010-0538E-6	E	3	언양JC-활천IC	53.4	20210901	23	78.0	35.681944	129.181111	0.22545	3.47	1.53	울산 울주군 두서면 활천리
9	10	도로공사	A-0010-0538E-6	S	1	활천IC-언양JC	53.4	20210901	12	103.0	35.681944	129.181111	0.19158	0.26	0.12	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	E	3	오산IC-동탄JC	380.1	20210901	118	80.0	37.158778	127.088333	-0.660004	7.32	3.22	경기 화성시 동탄면 송리
91	92	도로공사	A-0010-3801E-10	E	4	오산IC-동탄JC	380.1	20210901	89	69.71	37.158778	127.088333	-0.660004	7.01	3.09	경기 화성시 동탄면 송리
92	93	도로공사	A-0010-3801E-10	E	5	오산IC-동탄JC	380.1	20210901	0	0.0	37.158778	127.088333	-0.660004	0.0	0.0	경기 화성시 동탄면 송리
93	94	도로공사	A-0010-3801E-10	S	1	동탄JC-오산IC	380.1	20210901	22	90.0	37.158778	127.088333	0.671977	0.2	0.09	경기 화성시 동탄면 송리
94	95	도로공사	A-0010-3801E-10	S	2	동탄JC-오산IC	380.1	20210901	91	88.5	37.158778	127.088333	0.671977	3.44	1.51	경기 화성시 동탄면 송리
95	96	도로공사	A-0010-3801E-10	S	3	동탄JC-오산IC	380.1	20210901	91	82.29	37.158778	127.088333	0.671977	6.66	2.93	경기 화성시 동탄면 송리
96	97	도로공사	A-0010-3801E-10	S	4	동탄JC-오산IC	380.1	20210901	74	75.43	37.158778	127.088333	0.671977	7.2	3.17	경기 화성시 동탄면 송리
97	98	도로공사	A-0010-3801E-10	S	5	동탄JC-오산IC	380.1	20210901	1	62.0	37.158778	127.088333	0.671977	0.01	0.0	경기 화성시 동탄면 송리
98	99	도로공사	A-0010-3845E-10	E	1	동탄JC-기흥동탄IC	384.5	20210901	0	0.0	37.197661	127.094028	1.254885	0.0	0.0	경기 화성시 오산동
99	100	도로공사	A-0010-3845E-10	E	2	동탄JC-기흥동탄IC	384.5	20210901	0	0.0	37.197661	127.094028	1.254885	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