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 `TSP(g/km)` and 1 other fields	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 25 (25.0%) zeros	Zeros
`평균 속도(km/hr)` has 25 (25.0%) zeros	Zeros
`TSP(g/km)` has 25 (25.0%) zeros	Zeros
`PM10(g/km)` has 26 (26.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:07:27.145074
Analysis finished	2023-12-10 11:07:43.354456
Duration	16.21 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	14.43
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-0010-2761E-6	6	6.0%
A-0010-3019E-6	6	6.0%
A-0010-3068E-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-0010-2761e-6	6	6.0%
a-0010-3019e-6	6	6.0%
a-0010-3068e-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	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	E
2nd row	E
3rd row	E
4th row	S
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	25
2	25
3	25
4	14
5	11

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	25	25.0%
2	25	25.0%
3	25	25.0%
4	14	14.0%
5	11	11.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	25	25.0%
2	25	25.0%
3	25	25.0%
4	14	14.0%
5	11	11.0%

측정구간
Categorical

HIGH CORRELATION

Distinct	25
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

천안IC-천안JC	5
동탄JC-오산IC	5
오산IC-동탄JC	5
오산IC-안성JC	5
안성JC-오산IC	5
Other values (20)	75

Length

Max length	11
Median length	9
Mean length	9.24
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 (%)
천안IC-천안JC	5	5.0%
동탄JC-오산IC	5	5.0%
오산IC-동탄JC	5	5.0%
오산IC-안성JC	5	5.0%
안성JC-오산IC	5	5.0%
청주JC-남이JC	5	5.0%
남이JC-청주JC	5	5.0%
안성JC-안성IC	5	5.0%
안성IC-안성JC	5	5.0%
북천안IC-천안IC	5	5.0%
Other values (15)	50	50.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
천안ic-천안jc	5	5.0%
동탄jc-오산ic	5	5.0%
오산ic-동탄jc	5	5.0%
오산ic-안성jc	5	5.0%
안성jc-오산ic	5	5.0%
청주jc-남이jc	5	5.0%
남이jc-청주jc	5	5.0%
안성jc-안성ic	5	5.0%
안성ic-안성jc	5	5.0%
북천안ic-천안ic	5	5.0%
Other values (15)	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	297.947

Minimum	8.3
Maximum	388
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	295.6
median	335.2
Q3	361.3
95-th percentile	380.1
Maximum	388
Range	379.7
Interquartile range (IQR)	65.7

Descriptive statistics

Standard deviation	104.81472
Coefficient of variation (CV)	0.35178981
Kurtosis	2.6756852
Mean	297.947
Median Absolute Deviation (MAD)	37.03
Skewness	-1.9487163
Sum	29794.7
Variance	10986.125
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%
276.1	6	6.0%
301.9	6	6.0%
306.8	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%
276.1	6	6.0%
295.3	4	4.0%
295.6	4	4.0%
297.9	5	5.0%
298.7	5	5.0%
301.9	6	6.0%
306.8	6	6.0%
335.2	9	9.0%

Value	Count	Frequency (%)
388.0	3	3.0%
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%
298.7	5	5.0%
297.9	5	5.0%

측정일
Categorical

CONSTANT

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

20211201	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20211201
2nd row	20211201
3rd row	20211201
4th row	20211201
5th row	20211201

Common Values

Value	Count	Frequency (%)
20211201	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20211201	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	57
Distinct (%)	57.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.77

Minimum	0
Maximum	131
Zeros	25
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	27.5
Q3	63
95-th percentile	112
Maximum	131
Range	131
Interquartile range (IQR)	62.25

Descriptive statistics

Standard deviation	36.126001
Coefficient of variation (CV)	0.95647343
Kurtosis	-0.42866425
Mean	37.77
Median Absolute Deviation (MAD)	27.5
Skewness	0.72876136
Sum	3777
Variance	1305.088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25	25.0%
20	3	3.0%
93	3	3.0%
15	2	2.0%
112	2	2.0%
90	2	2.0%
55	2	2.0%
39	2	2.0%
48	2	2.0%
63	2	2.0%
Other values (47)	55	55.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	25.0%
1	1	1.0%
3	2	2.0%
4	1	1.0%
5	1	1.0%
7	1	1.0%
11	1	1.0%
12	2	2.0%
15	2	2.0%
18	1	1.0%

Value	Count	Frequency (%)
131	1	1.0%
123	1	1.0%
122	1	1.0%
119	1	1.0%
112	2	2.0%
93	3	3.0%
90	2	2.0%
89	1	1.0%
86	1	1.0%
84	1	1.0%

평균 속도(km/hr)
Real number (ℝ)

ZEROS

Distinct	70
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	68.3556

Minimum	0
Maximum	143.5
Zeros	25
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	50.8725
median	84.055
Q3	95.7825
95-th percentile	110
Maximum	143.5
Range	143.5
Interquartile range (IQR)	44.91

Descriptive statistics

Standard deviation	41.214115
Coefficient of variation (CV)	0.60293693
Kurtosis	-0.7560643
Mean	68.3556
Median Absolute Deviation (MAD)	12.415
Skewness	-0.89800248
Sum	6835.56
Variance	1698.6033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	25	25.0%
111.0	3	3.0%
92.33	2	2.0%
110.0	2	2.0%
105.5	2	2.0%
86.0	2	2.0%
81.75	1	1.0%
75.5	1	1.0%
79.33	1	1.0%
92.5	1	1.0%
Other values (60)	60	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	25.0%
67.83	1	1.0%
71.67	1	1.0%
74.6	1	1.0%
75.0	1	1.0%
75.5	1	1.0%
75.57	1	1.0%
76.5	1	1.0%
76.71	1	1.0%
77.0	1	1.0%

Value	Count	Frequency (%)
143.5	1	1.0%
111.0	3	3.0%
110.0	2	2.0%
109.0	1	1.0%
107.67	1	1.0%
107.5	1	1.0%
107.0	1	1.0%
106.5	1	1.0%
105.5	2	2.0%
105.0	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	36.660221

Minimum	35.306944
Maximum	37.226111
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	36.556389
median	36.780833
Q3	37.008889
95-th percentile	37.158778
Maximum	37.226111
Range	1.9191667
Interquartile range (IQR)	0.4525

Descriptive statistics

Standard deviation	0.49771766
Coefficient of variation (CV)	0.013576505
Kurtosis	1.6505027
Mean	36.660221
Median Absolute Deviation (MAD)	0.22805556
Skewness	-1.459139
Sum	3666.0221
Variance	0.24772287
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%
36.38961	6	6.0%
36.60611111	6	6.0%
36.64019722	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%
36.38961	6	6.0%
36.54	4	4.0%
36.55638889	4	4.0%
36.57694444	5	5.0%
36.58444444	5	5.0%
36.60611111	6	6.0%
36.64019722	6	6.0%
36.78083333	9	9.0%

Value	Count	Frequency (%)
37.22611111	3	3.0%
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%
36.58444444	5	5.0%
36.57694444	5	5.0%

경도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.47875

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	127.42674
95-th percentile	129.18111
Maximum	129.18111
Range	2.0927778
Interquartile range (IQR)	0.27756943

Descriptive statistics

Standard deviation	0.62616419
Coefficient of variation (CV)	0.0049119104
Kurtosis	3.193034
Mean	127.47875
Median Absolute Deviation (MAD)	0.0983889
Skewness	2.179382
Sum	12747.875
Variance	0.39208159
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%
127.423508	6	6.0%
127.4083333	6	6.0%
127.3781278	6	6.0%
Other values (5)	21	21.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.0883333	10	10.0%
127.1083333	3	3.0%
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%
127.4263889	5	5.0%

Value	Count	Frequency (%)
129.1811111	6	6.0%
129.0747222	6	6.0%
127.4338889	4	4.0%
127.4325	4	4.0%
127.4277778	5	5.0%
127.4263889	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	25
Distinct (%)	25.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00516618

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	-0.807188
median	0.09761
Q3	1.056036
95-th percentile	2.703849
Maximum	3.071416
Range	6.224176
Interquartile range (IQR)	1.863224

Descriptive statistics

Standard deviation	1.4302631
Coefficient of variation (CV)	276.8512
Kurtosis	-0.24886454
Mean	0.00516618
Median Absolute Deviation (MAD)	0.958426
Skewness	-0.063408923
Sum	0.516618
Variance	2.0456526
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
-0.624001	5	5.0%
0.671977	5	5.0%
-0.660004	5	5.0%
-0.141433	5	5.0%
-1.758683	5	5.0%
1.437416	5	5.0%
0.09761	5	5.0%
-1.30142	5	5.0%
1.293015	5	5.0%
0.61369	5	5.0%
Other values (15)	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%
-0.807188	4	4.0%
-0.688696	3	3.0%
-0.660004	5	5.0%
-0.624001	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%
1.437416	5	5.0%
1.293015	5	5.0%
1.056036	4	4.0%
0.688696	3	3.0%
0.671977	5	5.0%
0.61369	5	5.0%

TSP(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	70
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1111

Minimum	0
Maximum	13.37
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	1.315
Q3	6.3225
95-th percentile	9.504
Maximum	13.37
Range	13.37
Interquartile range (IQR)	6.315

Descriptive statistics

Standard deviation	3.5826529
Coefficient of variation (CV)	1.1515711
Kurtosis	-0.35361541
Mean	3.1111
Median Absolute Deviation (MAD)	1.315
Skewness	0.9521024
Sum	311.11
Variance	12.835402
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	25	25.0%
0.35	3	3.0%
0.38	2	2.0%
0.97	2	2.0%
3.74	2	2.0%
6.42	2	2.0%
1.71	1	1.0%
3.27	1	1.0%
8.2	1	1.0%
2.41	1	1.0%
Other values (60)	60	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	25.0%
0.01	1	1.0%
0.03	1	1.0%
0.11	1	1.0%
0.24	1	1.0%
0.35	3	3.0%
0.37	1	1.0%
0.38	2	2.0%
0.39	1	1.0%
0.43	1	1.0%

Value	Count	Frequency (%)
13.37	1	1.0%
11.45	1	1.0%
10.91	1	1.0%
10.45	1	1.0%
10.34	1	1.0%
9.46	1	1.0%
9.27	1	1.0%
8.99	1	1.0%
8.82	1	1.0%
8.75	1	1.0%

PM10(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	65
Distinct (%)	65.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3693

Minimum	0
Maximum	5.88
Zeros	26
Zeros (%)	26.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.58
Q3	2.7825
95-th percentile	4.1795
Maximum	5.88
Range	5.88
Interquartile range (IQR)	2.7825

Descriptive statistics

Standard deviation	1.576555
Coefficient of variation (CV)	1.1513584
Kurtosis	-0.35545558
Mean	1.3693
Median Absolute Deviation (MAD)	0.58
Skewness	0.95150517
Sum	136.93
Variance	2.4855258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	26	26.0%
0.16	3	3.0%
0.17	3	3.0%
0.43	2	2.0%
2.82	2	2.0%
3.41	2	2.0%
3.51	2	2.0%
1.65	2	2.0%
0.19	2	2.0%
1.16	1	1.0%
Other values (55)	55	55.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	26	26.0%
0.01	1	1.0%
0.05	1	1.0%
0.1	1	1.0%
0.15	1	1.0%
0.16	3	3.0%
0.17	3	3.0%
0.19	2	2.0%
0.22	1	1.0%
0.23	1	1.0%

Value	Count	Frequency (%)
5.88	1	1.0%
5.04	1	1.0%
4.8	1	1.0%
4.6	1	1.0%
4.55	1	1.0%
4.16	1	1.0%
4.08	1	1.0%
3.96	1	1.0%
3.88	1	1.0%
3.85	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	12.7
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%
대전 대덕구 연축동	6	6.0%
충북 청주시 흥덕구 강서1동	6	6.0%
Other values (3)	14	14.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경기	33	8.9%
충북	30	8.1%
청원군	24	6.5%
천안시	19	5.1%
남이면	18	4.9%
용인시	13	3.5%
충남	10	2.7%
서북구	10	2.7%
성거읍	10	2.7%
송남리	10	2.7%
Other values (27)	193	52.2%

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	0.964	0.000	0.000	0.981	0.976	0.550	0.333	0.905	0.942	0.727	0.221	0.221	0.943
지점	0.964	1.000	0.315	0.000	1.000	1.000	0.469	0.504	1.000	1.000	0.916	0.408	0.408	1.000
방향	0.000	0.315	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.643	0.164	0.164	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.000	0.510	0.444	0.000	0.111	0.000	0.564	0.564	0.000
측정구간	0.981	1.000	1.000	0.000	1.000	1.000	0.212	0.545	1.000	1.000	1.000	0.261	0.261	1.000
장비이정(km)	0.976	1.000	0.000	0.000	1.000	1.000	0.629	0.406	0.953	1.000	0.710	0.469	0.469	1.000
차량통과수(대)	0.550	0.469	0.000	0.510	0.212	0.629	1.000	0.645	0.475	0.551	0.286	0.825	0.825	0.475
평균 속도(km/hr)	0.333	0.504	0.000	0.444	0.545	0.406	0.645	1.000	0.368	0.548	0.354	0.642	0.642	0.429
위도(°)	0.905	1.000	0.000	0.000	1.000	0.953	0.475	0.368	1.000	1.000	0.783	0.310	0.310	1.000
경도(°)	0.942	1.000	0.000	0.111	1.000	1.000	0.551	0.548	1.000	1.000	0.702	0.372	0.372	1.000
기울기(°)	0.727	0.916	0.643	0.000	1.000	0.710	0.286	0.354	0.783	0.702	1.000	0.132	0.132	0.865
TSP(g/km)	0.221	0.408	0.164	0.564	0.261	0.469	0.825	0.642	0.310	0.372	0.132	1.000	1.000	0.330
PM10(g/km)	0.221	0.408	0.164	0.564	0.261	0.469	0.825	0.642	0.310	0.372	0.132	1.000	1.000	0.330
주소	0.943	1.000	0.000	0.000	1.000	1.000	0.475	0.429	1.000	1.000	0.865	0.330	0.330	1.000

Heatmap
Table

	지점	차선	측정구간	방향	주소
지점	1.000	0.000	0.939	0.265	0.988
차선	0.000	1.000	0.000	0.000	0.000
측정구간	0.939	0.000	1.000	0.875	0.928
방향	0.265	0.000	0.875	1.000	0.000
주소	0.988	0.000	0.928	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	0.190	-0.117	0.997	-0.966	0.006	-0.066	-0.065	0.769	0.000	0.000	0.784	0.773
장비이정(km)	0.997	1.000	0.198	-0.093	1.000	-0.969	-0.019	-0.066	-0.065	0.946	0.000	0.000	0.889	0.957
차량통과수(대)	0.190	0.198	1.000	0.482	0.198	-0.221	-0.124	0.854	0.854	0.185	0.000	0.228	0.047	0.212
평균 속도(km/hr)	-0.117	-0.093	0.482	1.000	-0.093	0.063	-0.207	0.321	0.311	0.247	0.000	0.318	0.245	0.217
위도(°)	0.997	1.000	0.198	-0.093	1.000	-0.969	-0.019	-0.066	-0.065	0.956	0.000	0.000	0.898	0.967
경도(°)	-0.966	-0.969	-0.221	0.063	-0.969	1.000	0.008	0.045	0.044	0.936	0.000	0.080	0.879	0.947
기울기(°)	0.006	-0.019	-0.124	-0.207	-0.019	0.008	1.000	-0.133	-0.131	0.686	0.472	0.000	0.903	0.615
TSP(g/km)	-0.066	-0.066	0.854	0.321	-0.066	0.045	-0.133	1.000	0.999	0.155	0.117	0.259	0.070	0.136
PM10(g/km)	-0.065	-0.065	0.854	0.311	-0.065	0.044	-0.131	0.999	1.000	0.155	0.117	0.259	0.070	0.136
지점	0.769	0.946	0.185	0.247	0.956	0.936	0.686	0.155	0.155	1.000	0.265	0.000	0.939	0.988
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.472	0.117	0.117	0.265	1.000	0.000	0.875	0.000
차선	0.000	0.000	0.228	0.318	0.000	0.080	0.000	0.259	0.259	0.000	0.000	1.000	0.000	0.000
측정구간	0.784	0.889	0.047	0.245	0.898	0.879	0.903	0.070	0.070	0.939	0.875	0.000	1.000	0.928
주소	0.773	0.957	0.212	0.217	0.967	0.947	0.615	0.136	0.136	0.988	0.000	0.000	0.928	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	20211201	20	104.5	35.306944	129.074722	-3.15276	3.33	1.47	경남 양산시 동면
1	2	도로공사	A-0010-0083E-6	E	2	노포JC-양산JC	8.3	20211201	18	100.33	35.306944	129.074722	-3.15276	2.78	1.22	경남 양산시 동면
2	3	도로공사	A-0010-0083E-6	E	3	노포JC-양산JC	8.3	20211201	23	89.67	35.306944	129.074722	-3.15276	2.74	1.21	경남 양산시 동면
3	4	도로공사	A-0010-0083E-6	S	1	양산JC-노포JC	8.3	20211201	19	143.5	35.306944	129.074722	3.071416	0.38	0.17	경남 양산시 동면
4	5	도로공사	A-0010-0083E-6	S	2	양산JC-노포JC	8.3	20211201	34	107.5	35.306944	129.074722	3.071416	0.99	0.44	경남 양산시 동면
5	6	도로공사	A-0010-0083E-6	S	3	양산JC-노포JC	8.3	20211201	22	110.0	35.306944	129.074722	3.071416	3.74	1.64	경남 양산시 동면
6	7	도로공사	A-0010-0538E-6	E	1	언양JC-활천IC	53.4	20211201	3	96.0	35.681944	129.181111	0.22545	0.03	0.01	울산 울주군 두서면 활천리
7	8	도로공사	A-0010-0538E-6	E	2	언양JC-활천IC	53.4	20211201	32	88.17	35.681944	129.181111	0.22545	1.77	0.78	울산 울주군 두서면 활천리
8	9	도로공사	A-0010-0538E-6	E	3	언양JC-활천IC	53.4	20211201	20	78.29	35.681944	129.181111	0.22545	3.52	1.55	울산 울주군 두서면 활천리
9	10	도로공사	A-0010-0538E-6	S	1	활천IC-언양JC	53.4	20211201	12	98.0	35.681944	129.181111	0.19158	0.11	0.05	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	4	오산IC-동탄JC	380.1	20211201	89	76.71	37.158778	127.088333	-0.660004	7.45	3.28	경기 화성시 동탄면 송리
91	92	도로공사	A-0010-3801E-10	E	5	오산IC-동탄JC	380.1	20211201	3	86.0	37.158778	127.088333	-0.660004	0.38	0.17	경기 화성시 동탄면 송리
92	93	도로공사	A-0010-3801E-10	S	1	동탄JC-오산IC	380.1	20211201	46	111.0	37.158778	127.088333	0.671977	0.68	0.3	경기 화성시 동탄면 송리
93	94	도로공사	A-0010-3801E-10	S	2	동탄JC-오산IC	380.1	20211201	119	95.25	37.158778	127.088333	0.671977	4.08	1.8	경기 화성시 동탄면 송리
94	95	도로공사	A-0010-3801E-10	S	3	동탄JC-오산IC	380.1	20211201	93	90.0	37.158778	127.088333	0.671977	8.55	3.76	경기 화성시 동탄면 송리
95	96	도로공사	A-0010-3801E-10	S	4	동탄JC-오산IC	380.1	20211201	93	81.0	37.158778	127.088333	0.671977	10.45	4.6	경기 화성시 동탄면 송리
96	97	도로공사	A-0010-3801E-10	S	5	동탄JC-오산IC	380.1	20211201	0	0.0	37.158778	127.088333	0.671977	0.0	0.0	경기 화성시 동탄면 송리
97	98	도로공사	A-0010-3880E-10	E	1	기흥IC-수원신갈IC	388.0	20211201	86	102.0	37.226111	127.108333	-0.55276	0.97	0.43	경기 용인시 기흥구 기흥동
98	99	도로공사	A-0010-3880E-10	E	2	기흥IC-수원신갈IC	388.0	20211201	0	0.0	37.226111	127.108333	-0.55276	0.0	0.0	경기 용인시 기흥구 기흥동
99	100	도로공사	A-0010-3880E-10	E	3	기흥IC-수원신갈IC	388.0	20211201	123	81.75	37.226111	127.108333	-0.55276	7.97	3.51	경기 용인시 기흥구 기흥동

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