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 19 (19.0%) zeros	Zeros
`평균 속도(km/hr)` has 19 (19.0%) zeros	Zeros
`TSP(g/km)` has 19 (19.0%) zeros	Zeros
`PM10(g/km)` has 20 (20.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:10:59.514263
Analysis finished	2023-12-10 11:11:12.944718
Duration	13.43 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-0010-3352E-9	9
A-0010-1185E-8	8
A-0010-2583E-7	7
Other values (10)	56

Length

Max length	15
Median length	14
Mean length	14.2
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-0010-3352E-9	9	9.0%
A-0010-1185E-8	8	8.0%
A-0010-2583E-7	7	7.0%
A-0010-0083E-6	6	6.0%
A-0010-0538E-6	6	6.0%
A-0010-1073E-6	6	6.0%
A-0010-1880E-6	6	6.0%
A-0010-2695C-6	6	6.0%
Other values (5)	26	26.0%

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-0010-3352e-9	9	9.0%
a-0010-1185e-8	8	8.0%
a-0010-2583e-7	7	7.0%
a-0010-0083e-6	6	6.0%
a-0010-0538e-6	6	6.0%
a-0010-1073e-6	6	6.0%
a-0010-1880e-6	6	6.0%
a-0010-2695c-6	6	6.0%
Other values (5)	26	26.0%

방향
Categorical

HIGH CORRELATION

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

S	53
E	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 (%)
S	53	53.0%
E	47	47.0%

Length

Histogram of lengths of the category

Common Values (Plot)

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

차선
Categorical

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

1	27
2	27
3	27
4	12
5	7

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	27	27.0%
3	27	27.0%
4	12	12.0%
5	7	7.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	27	27.0%
2	27	27.0%
3	27	27.0%
4	12	12.0%
5	7	7.0%

측정구간
Categorical

HIGH CORRELATION

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

안성JC-안성IC	5
북천안IC-천안IC	5
천안IC-북천안IC	5
천안IC-천안JC	5
남이JC-청주JC	5
Other values (22)	75

Length

Max length	10
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 (%)
안성JC-안성IC	5	5.0%
북천안IC-천안IC	5	5.0%
천안IC-북천안IC	5	5.0%
천안IC-천안JC	5	5.0%
남이JC-청주JC	5	5.0%
청주JC-남이JC	5	5.0%
안성IC-안성JC	5	5.0%
옥천IC-금강IC	4	4.0%
청주JC-남청주IC	4	4.0%
천안JC-천안IC	4	4.0%
Other values (17)	53	53.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
안성jc-안성ic	5	5.0%
천안ic-북천안ic	5	5.0%
천안ic-천안jc	5	5.0%
남이jc-청주jc	5	5.0%
청주jc-남이jc	5	5.0%
안성ic-안성jc	5	5.0%
북천안ic-천안ic	5	5.0%
동대구jc-경산ic	4	4.0%
경산ic-동대구jc	4	4.0%
천안jc-천안ic	4	4.0%
Other values (17)	53	53.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	242.5868

Minimum	8.3
Maximum	361.3
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	118.5
median	276.1
Q3	335.2
95-th percentile	361.3
Maximum	361.3
Range	353
Interquartile range (IQR)	216.7

Descriptive statistics

Standard deviation	110.00748
Coefficient of variation (CV)	0.45347676
Kurtosis	-0.62198834
Mean	242.5868
Median Absolute Deviation (MAD)	69.1
Skewness	-0.85121911
Sum	24258.68
Variance	12101.645
Monotonicity	Increasing

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
345.2	10	10.0%
361.3	10	10.0%
335.2	9	9.0%
118.5	8	8.0%
258.3	7	7.0%
8.3	6	6.0%
53.4	6	6.0%
107.31	6	6.0%
188.02	6	6.0%
269.5	6	6.0%
Other values (5)	26	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.3	6	6.0%
53.4	6	6.0%
107.31	6	6.0%
118.5	8	8.0%
188.02	6	6.0%
258.3	7	7.0%
269.5	6	6.0%
276.1	6	6.0%
295.3	4	4.0%
297.9	5	5.0%

Value	Count	Frequency (%)
361.3	10	10.0%
345.2	10	10.0%
335.2	9	9.0%
306.8	6	6.0%
298.7	5	5.0%
297.9	5	5.0%
295.3	4	4.0%
276.1	6	6.0%
269.5	6	6.0%
258.3	7	7.0%

측정일
Categorical

CONSTANT

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

20210101	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210101
2nd row	20210101
3rd row	20210101
4th row	20210101
5th row	20210101

Common Values

Value	Count	Frequency (%)
20210101	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210101	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	54
Distinct (%)	54.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.59

Minimum	0
Maximum	112
Zeros	19
Zeros (%)	19.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	19.5
Q3	48
95-th percentile	83.25
Maximum	112
Range	112
Interquartile range (IQR)	44

Descriptive statistics

Standard deviation	28.18485
Coefficient of variation (CV)	1.0215603
Kurtosis	0.70936082
Mean	27.59
Median Absolute Deviation (MAD)	18.5
Skewness	1.1365451
Sum	2759
Variance	794.38576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	19	19.0%
3	3	3.0%
8	3	3.0%
38	3	3.0%
18	3	3.0%
7	3	3.0%
14	2	2.0%
51	2	2.0%
49	2	2.0%
31	2	2.0%
Other values (44)	58	58.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	19	19.0%
1	2	2.0%
3	3	3.0%
4	2	2.0%
5	2	2.0%
6	2	2.0%
7	3	3.0%
8	3	3.0%
9	2	2.0%
11	1	1.0%

Value	Count	Frequency (%)
112	1	1.0%
111	1	1.0%
100	1	1.0%
99	1	1.0%
88	1	1.0%
83	2	2.0%
76	1	1.0%
73	1	1.0%
68	1	1.0%
66	1	1.0%

평균 속도(km/hr)
Real number (ℝ)

ZEROS

Distinct	69
Distinct (%)	69.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	76.5808

Minimum	0
Maximum	136
Zeros	19
Zeros (%)	19.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	75.125
median	88.855
Q3	100.285
95-th percentile	121.075
Maximum	136
Range	136
Interquartile range (IQR)	25.16

Descriptive statistics

Standard deviation	39.523573
Coefficient of variation (CV)	0.5161029
Kurtosis	0.052381912
Mean	76.5808
Median Absolute Deviation (MAD)	12.355
Skewness	-1.1735033
Sum	7658.08
Variance	1562.1128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	19	19.0%
94.0	3	3.0%
106.0	3	3.0%
104.0	2	2.0%
92.0	2	2.0%
96.5	2	2.0%
91.5	2	2.0%
93.0	2	2.0%
124.0	2	2.0%
105.0	2	2.0%
Other values (59)	61	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	19	19.0%
56.83	1	1.0%
70.67	1	1.0%
71.43	1	1.0%
73.17	1	1.0%
73.86	1	1.0%
74.0	1	1.0%
75.5	1	1.0%
76.0	1	1.0%
77.0	1	1.0%

Value	Count	Frequency (%)
136.0	1	1.0%
130.28	1	1.0%
124.0	2	2.0%
122.5	1	1.0%
121.0	1	1.0%
117.0	1	1.0%
115.0	1	1.0%
114.0	1	1.0%
111.6	1	1.0%
110.18	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	36.375861

Minimum	35.306944
Maximum	37.008889
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	35.904732
median	36.38961
Q3	36.780833
95-th percentile	37.008889
Maximum	37.008889
Range	1.7019444
Interquartile range (IQR)	0.87610092

Descriptive statistics

Standard deviation	0.47324885
Coefficient of variation (CV)	0.01300997
Kurtosis	-0.42349153
Mean	36.375861
Median Absolute Deviation (MAD)	0.39122333
Skewness	-0.62330577
Sum	3637.5861
Variance	0.22396448
Monotonicity	Increasing

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
36.86890278	10	10.0%
37.00888889	10	10.0%
36.78083333	9	9.0%
35.90473241	8	8.0%
36.30722222	7	7.0%
35.30694444	6	6.0%
35.68194444	6	6.0%
35.88230609	6	6.0%
36.15572222	6	6.0%
36.3475	6	6.0%
Other values (5)	26	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.30694444	6	6.0%
35.68194444	6	6.0%
35.88230609	6	6.0%
35.90473241	8	8.0%
36.15572222	6	6.0%
36.30722222	7	7.0%
36.3475	6	6.0%
36.38961	6	6.0%
36.54	4	4.0%
36.57694444	5	5.0%

Value	Count	Frequency (%)
37.00888889	10	10.0%
36.86890278	10	10.0%
36.78083333	9	9.0%
36.64019722	6	6.0%
36.58444444	5	5.0%
36.57694444	5	5.0%
36.54	4	4.0%
36.38961	6	6.0%
36.3475	6	6.0%
36.30722222	7	7.0%

경도(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.79001

Minimum	127.14917
Maximum	129.18111
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	127.14917
5-th percentile	127.14917
Q1	127.18672
median	127.42778
Q3	128.56147
95-th percentile	129.18111
Maximum	129.18111
Range	2.0319444
Interquartile range (IQR)	1.3747494

Descriptive statistics

Standard deviation	0.70924442
Coefficient of variation (CV)	0.0055500774
Kurtosis	-0.79158283
Mean	127.79001
Median Absolute Deviation (MAD)	0.2511111
Skewness	0.91233757
Sum	12779.001
Variance	0.50302764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
127.1867222	10	10.0%
127.1491667	10	10.0%
127.1766667	9	9.0%
128.5614716	8	8.0%
127.5744444	7	7.0%
129.0747222	6	6.0%
129.1811111	6	6.0%
128.8488161	6	6.0%
128.2132778	6	6.0%
127.4691667	6	6.0%
Other values (5)	26	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.1491667	10	10.0%
127.1766667	9	9.0%
127.1867222	10	10.0%
127.3781278	6	6.0%
127.423508	6	6.0%
127.4263889	5	5.0%
127.4277778	5	5.0%
127.4338889	4	4.0%
127.4691667	6	6.0%
127.5744444	7	7.0%

Value	Count	Frequency (%)
129.1811111	6	6.0%
129.0747222	6	6.0%
128.8488161	6	6.0%
128.5614716	8	8.0%
128.2132778	6	6.0%
127.5744444	7	7.0%
127.4691667	6	6.0%
127.4338889	4	4.0%
127.4277778	5	5.0%
127.4263889	5	5.0%

기울기(°)
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	27.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.03454729

Minimum	-13.24576
Maximum	12.47809
Zeros	0
Zeros (%)	0.0%
Negative	48
Negative (%)	48.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-13.24576
5-th percentile	-3.15276
Q1	-1.252479
median	0.166426
Q3	1.172023
95-th percentile	3.071416
Maximum	12.47809
Range	25.72385
Interquartile range (IQR)	2.424502

Descriptive statistics

Standard deviation	3.4502267
Coefficient of variation (CV)	-99.869677
Kurtosis	9.4780715
Mean	-0.03454729
Median Absolute Deviation (MAD)	1.066093
Skewness	-0.26131262
Sum	-3.454729
Variance	11.904064
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
-1.30142	5	5.0%
1.293015	5	5.0%
0.61369	5	5.0%
-0.624001	5	5.0%
1.544389	5	5.0%
1.437416	5	5.0%
-1.758683	5	5.0%
-0.807188	4	4.0%
0.166426	4	4.0%
-0.131348	4	4.0%
Other values (17)	53	53.0%

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%
-1.359001	4	4.0%
-1.30142	5	5.0%
-1.252479	3	3.0%
-0.807188	4	4.0%
-0.688696	3	3.0%
-0.624001	5	5.0%

Value	Count	Frequency (%)
12.47809	3	3.0%
3.071416	3	3.0%
2.703849	3	3.0%
1.544389	5	5.0%
1.437416	5	5.0%
1.293015	5	5.0%
1.172023	3	3.0%
0.688696	3	3.0%
0.61369	5	5.0%
0.409237	3	3.0%

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	1.8736

Minimum	0
Maximum	11.97
Zeros	19
Zeros (%)	19.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0775
median	0.85
Q3	2.5075
95-th percentile	6.122
Maximum	11.97
Range	11.97
Interquartile range (IQR)	2.43

Descriptive statistics

Standard deviation	2.6097411
Coefficient of variation (CV)	1.3929019
Kurtosis	4.5067369
Mean	1.8736
Median Absolute Deviation (MAD)	0.85
Skewness	2.0727856
Sum	187.36
Variance	6.8107485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	19	19.0%
3.46	2	2.0%
0.21	2	2.0%
0.03	2	2.0%
1.56	2	2.0%
0.09	2	2.0%
0.19	2	2.0%
2.45	1	1.0%
2.79	1	1.0%
0.55	1	1.0%
Other values (66)	66	66.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	19	19.0%
0.01	1	1.0%
0.03	2	2.0%
0.04	1	1.0%
0.06	1	1.0%
0.07	1	1.0%
0.08	1	1.0%
0.09	2	2.0%
0.12	1	1.0%
0.16	1	1.0%

Value	Count	Frequency (%)
11.97	1	1.0%
11.34	1	1.0%
11.23	1	1.0%
9.3	1	1.0%
8.25	1	1.0%
6.01	1	1.0%
6.0	1	1.0%
5.78	1	1.0%
5.42	1	1.0%
5.29	1	1.0%

PM10(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	64
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.8241

Minimum	0
Maximum	5.27
Zeros	20
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.03
median	0.375
Q3	1.105
95-th percentile	2.6895
Maximum	5.27
Range	5.27
Interquartile range (IQR)	1.075

Descriptive statistics

Standard deviation	1.148575
Coefficient of variation (CV)	1.3937325
Kurtosis	4.5053663
Mean	0.8241
Median Absolute Deviation (MAD)	0.375
Skewness	2.0721804
Sum	82.41
Variance	1.3192244
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	20	20.0%
1.52	3	3.0%
0.08	3	3.0%
0.43	2	2.0%
0.37	2	2.0%
0.31	2	2.0%
0.82	2	2.0%
0.03	2	2.0%
0.45	2	2.0%
0.68	2	2.0%
Other values (54)	60	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	20	20.0%
0.01	2	2.0%
0.02	2	2.0%
0.03	2	2.0%
0.04	2	2.0%
0.05	1	1.0%
0.07	2	2.0%
0.08	3	3.0%
0.09	2	2.0%
0.1	1	1.0%

Value	Count	Frequency (%)
5.27	1	1.0%
4.99	1	1.0%
4.94	1	1.0%
4.09	1	1.0%
3.63	1	1.0%
2.64	2	2.0%
2.54	1	1.0%
2.39	1	1.0%
2.33	1	1.0%
2.26	1	1.0%

주소
Categorical

HIGH CORRELATION

Distinct	14
Distinct (%)	14.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

충남 천안시 서북구 성거읍 송남리	10
경기 안성시 원곡면	10
충북 청원군 남이면	9
충청 천안시 구성동	9
대구 동구 안심3동	8
Other values (9)	54

Length

Max length	18
Median length	10
Mean length	11.7
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 (%)
충남 천안시 서북구 성거읍 송남리	10	10.0%
경기 안성시 원곡면	10	10.0%
충북 청원군 남이면	9	9.0%
충청 천안시 구성동	9	9.0%
대구 동구 안심3동	8	8.0%
충북 옥천군 옥천읍 삼양리	7	7.0%
경남 양산시 동면	6	6.0%
울산 울주군 두서면 활천리	6	6.0%
경북 경산시 진량읍	6	6.0%
경북 김천시 아포읍 봉산리	6	6.0%
Other values (4)	23	23.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
충북	27	7.8%
청원군	20	5.8%
천안시	19	5.5%
남이면	14	4.1%
경북	12	3.5%
대전	12	3.5%
대덕구	12	3.5%
충남	10	2.9%
서북구	10	2.9%
성거읍	10	2.9%
Other values (28)	198	57.6%

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	0.992	0.000	0.000	0.990	0.907	0.545	0.170	0.940	0.916	0.633	0.000	0.000	0.980
지점	0.992	1.000	0.000	0.000	1.000	1.000	0.541	0.390	1.000	1.000	0.863	0.206	0.206	1.000
방향	0.000	0.000	1.000	0.000	1.000	0.000	0.297	0.144	0.000	0.000	0.486	0.000	0.000	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.000	0.392	0.513	0.000	0.000	0.000	0.421	0.421	0.000
측정구간	0.990	1.000	1.000	0.000	1.000	1.000	0.396	0.476	1.000	1.000	1.000	0.000	0.000	1.000
장비이정(km)	0.907	1.000	0.000	0.000	1.000	1.000	0.268	0.293	0.973	0.970	0.657	0.000	0.000	1.000
차량통과수(대)	0.545	0.541	0.297	0.392	0.396	0.268	1.000	0.316	0.436	0.343	0.359	0.646	0.646	0.524
평균 속도(km/hr)	0.170	0.390	0.144	0.513	0.476	0.293	0.316	1.000	0.321	0.000	0.423	0.285	0.285	0.489
위도(°)	0.940	1.000	0.000	0.000	1.000	0.973	0.436	0.321	1.000	0.957	0.756	0.000	0.000	1.000
경도(°)	0.916	1.000	0.000	0.000	1.000	0.970	0.343	0.000	0.957	1.000	0.457	0.000	0.000	1.000
기울기(°)	0.633	0.863	0.486	0.000	1.000	0.657	0.359	0.423	0.756	0.457	1.000	0.149	0.149	0.849
TSP(g/km)	0.000	0.206	0.000	0.421	0.000	0.000	0.646	0.285	0.000	0.000	0.149	1.000	1.000	0.000
PM10(g/km)	0.000	0.206	0.000	0.421	0.000	0.000	0.646	0.285	0.000	0.000	0.149	1.000	1.000	0.000
주소	0.980	1.000	0.000	0.000	1.000	1.000	0.524	0.489	1.000	1.000	0.849	0.000	0.000	1.000

Heatmap
Table

	지점	차선	측정구간	방향	주소
지점	1.000	0.000	0.927	0.000	0.994
차선	0.000	1.000	0.000	0.000	0.000
측정구간	0.927	0.000	1.000	0.863	0.921
방향	0.000	0.000	0.863	1.000	0.000
주소	0.994	0.000	0.921	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	0.069	-0.342	0.997	-0.974	0.021	-0.023	-0.020	0.884	0.000	0.000	0.840	0.890
장비이정(km)	0.997	1.000	0.064	-0.324	1.000	-0.977	0.014	-0.030	-0.027	0.961	0.000	0.000	0.891	0.967
차량통과수(대)	0.069	0.064	1.000	0.293	0.064	-0.119	-0.204	0.852	0.851	0.224	0.216	0.166	0.128	0.233
평균 속도(km/hr)	-0.342	-0.324	0.293	1.000	-0.324	0.300	-0.193	0.160	0.150	0.176	0.148	0.357	0.188	0.191
위도(°)	0.997	1.000	0.064	-0.324	1.000	-0.977	0.014	-0.030	-0.027	0.966	0.000	0.000	0.896	0.972
경도(°)	-0.974	-0.977	-0.119	0.300	-0.977	1.000	-0.025	-0.014	-0.016	0.956	0.000	0.000	0.886	0.962
기울기(°)	0.021	0.014	-0.204	-0.193	0.014	-0.025	1.000	-0.209	-0.208	0.595	0.343	0.000	0.881	0.604
TSP(g/km)	-0.023	-0.030	0.852	0.160	-0.030	-0.014	-0.209	1.000	0.999	0.072	0.000	0.252	0.000	0.000
PM10(g/km)	-0.020	-0.027	0.851	0.150	-0.027	-0.016	-0.208	0.999	1.000	0.072	0.000	0.252	0.000	0.000
지점	0.884	0.961	0.224	0.176	0.966	0.956	0.595	0.072	0.072	1.000	0.000	0.000	0.927	0.994
방향	0.000	0.000	0.216	0.148	0.000	0.000	0.343	0.000	0.000	0.000	1.000	0.000	0.863	0.000
차선	0.000	0.000	0.166	0.357	0.000	0.000	0.000	0.252	0.252	0.000	0.000	1.000	0.000	0.000
측정구간	0.840	0.891	0.128	0.188	0.896	0.886	0.881	0.000	0.000	0.927	0.863	0.000	1.000	0.921
주소	0.890	0.967	0.233	0.191	0.972	0.962	0.604	0.000	0.000	0.994	0.000	0.000	0.921	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	20210101	14	104.0	35.306944	129.074722	-3.15276	2.45	1.08	경남 양산시 동면
1	2	도로공사	A-0010-0083E-6	E	2	노포JC-양산JC	8.3	20210101	31	104.0	35.306944	129.074722	-3.15276	1.02	0.45	경남 양산시 동면
2	3	도로공사	A-0010-0083E-6	E	3	노포JC-양산JC	8.3	20210101	21	94.0	35.306944	129.074722	-3.15276	1.21	0.53	경남 양산시 동면
3	4	도로공사	A-0010-0083E-6	S	1	양산JC-노포JC	8.3	20210101	19	124.0	35.306944	129.074722	3.071416	0.21	0.09	경남 양산시 동면
4	5	도로공사	A-0010-0083E-6	S	2	양산JC-노포JC	8.3	20210101	50	104.33	35.306944	129.074722	3.071416	1.08	0.47	경남 양산시 동면
5	6	도로공사	A-0010-0083E-6	S	3	양산JC-노포JC	8.3	20210101	30	105.0	35.306944	129.074722	3.071416	4.91	2.16	경남 양산시 동면
6	7	도로공사	A-0010-0538E-6	E	1	언양JC-활천IC	53.4	20210101	4	110.0	35.681944	129.181111	0.22545	0.04	0.02	울산 울주군 두서면 활천리
7	8	도로공사	A-0010-0538E-6	E	2	언양JC-활천IC	53.4	20210101	28	84.0	35.681944	129.181111	0.22545	0.68	0.3	울산 울주군 두서면 활천리
8	9	도로공사	A-0010-0538E-6	E	3	언양JC-활천IC	53.4	20210101	14	71.43	35.681944	129.181111	0.22545	1.56	0.68	울산 울주군 두서면 활천리
9	10	도로공사	A-0010-0538E-6	S	1	활천IC-언양JC	53.4	20210101	24	110.0	35.681944	129.181111	0.19158	0.27	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-0010-3613E-10	E	1	안성IC-안성JC	361.3	20210101	0	0.0	37.008889	127.149167	1.293015	0.0	0.0	경기 안성시 원곡면
91	92	도로공사	A-0010-3613E-10	E	2	안성IC-안성JC	361.3	20210101	0	0.0	37.008889	127.149167	1.293015	0.0	0.0	경기 안성시 원곡면
92	93	도로공사	A-0010-3613E-10	E	3	안성IC-안성JC	361.3	20210101	3	108.5	37.008889	127.149167	1.293015	0.19	0.08	경기 안성시 원곡면
93	94	도로공사	A-0010-3613E-10	E	4	안성IC-안성JC	361.3	20210101	0	0.0	37.008889	127.149167	1.293015	0.0	0.0	경기 안성시 원곡면
94	95	도로공사	A-0010-3613E-10	E	5	안성IC-안성JC	361.3	20210101	5	87.33	37.008889	127.149167	1.293015	0.84	0.37	경기 안성시 원곡면
95	96	도로공사	A-0010-3613E-10	S	1	안성JC-안성IC	361.3	20210101	49	122.5	37.008889	127.149167	-1.30142	0.71	0.31	경기 안성시 원곡면
96	97	도로공사	A-0010-3613E-10	S	2	안성JC-안성IC	361.3	20210101	111	100.67	37.008889	127.149167	-1.30142	2.08	0.91	경기 안성시 원곡면
97	98	도로공사	A-0010-3613E-10	S	3	안성JC-안성IC	361.3	20210101	73	90.25	37.008889	127.149167	-1.30142	4.66	2.05	경기 안성시 원곡면
98	99	도로공사	A-0010-3613E-10	S	4	안성JC-안성IC	361.3	20210101	88	82.5	37.008889	127.149167	-1.30142	4.34	1.91	경기 안성시 원곡면
99	100	도로공사	A-0010-3613E-10	S	5	안성JC-안성IC	361.3	20210101	30	74.0	37.008889	127.149167	-1.30142	0.86	0.38	경기 안성시 원곡면

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