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 25 (25.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 11:11:21.599724
Analysis finished	2023-12-10 11:11:33.451017
Duration	11.85 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	14.26
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-0010-2761E-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-0010-2761e-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	51
E	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 (%)
S	51	51.0%
E	49	49.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
s	51	51.0%
e	49	49.0%

차선
Categorical

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

1	27
2	26
3	26
4	13
5	8

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	13	13.0%
5	8	8.0%

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	13	13.0%
5	8	8.0%

측정구간
Categorical

HIGH CORRELATION

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

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

Length

Max length	10
Median length	9
Mean length	9.28
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 (%)
남이JC-청주JC	5	5.0%
안성JC-안성IC	5	5.0%
안성IC-안성JC	5	5.0%
북천안IC-천안IC	5	5.0%
천안IC-북천안IC	5	5.0%
천안IC-천안JC	5	5.0%
청주JC-남이JC	5	5.0%
오산IC-동탄JC	5	5.0%
옥천IC-금강IC	4	4.0%
청주JC-남청주IC	4	4.0%
Other values (17)	52	52.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
남이jc-청주jc	5	5.0%
안성ic-안성jc	5	5.0%
북천안ic-천안ic	5	5.0%
천안ic-북천안ic	5	5.0%
천안ic-천안jc	5	5.0%
청주jc-남이jc	5	5.0%
오산ic-동탄jc	5	5.0%
안성jc-안성ic	5	5.0%
천안jc-천안ic	4	4.0%
경산ic-동대구jc	4	4.0%
Other values (17)	52	52.0%

장비이정(km)
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	15.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	249.2228

Minimum	8.3
Maximum	380.1
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	297.9
Q3	345.2
95-th percentile	380.1
Maximum	380.1
Range	371.8
Interquartile range (IQR)	226.7

Descriptive statistics

Standard deviation	114.71407
Coefficient of variation (CV)	0.46028723
Kurtosis	-0.69371872
Mean	249.2228
Median Absolute Deviation (MAD)	47.3
Skewness	-0.82223934
Sum	24922.28
Variance	13159.319
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%
276.1	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%
276.1	6	6.0%
295.3	4	4.0%
297.9	5	5.0%
298.7	5	5.0%

Value	Count	Frequency (%)
380.1	6	6.0%
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%
258.3	7	7.0%

측정일
Categorical

CONSTANT

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

20201201	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20201201
2nd row	20201201
3rd row	20201201
4th row	20201201
5th row	20201201

Common Values

Value	Count	Frequency (%)
20201201	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20201201	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	26.39

Minimum	0
Maximum	111
Zeros	25
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.25
median	16
Q3	37.75
95-th percentile	86.25
Maximum	111
Range	111
Interquartile range (IQR)	35.5

Descriptive statistics

Standard deviation	29.291601
Coefficient of variation (CV)	1.1099508
Kurtosis	0.34092495
Mean	26.39
Median Absolute Deviation (MAD)	16
Skewness	1.1711014
Sum	2639
Variance	857.99788
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25	25.0%
16	6	6.0%
15	3	3.0%
8	3	3.0%
5	3	3.0%
18	3	3.0%
12	2	2.0%
96	2	2.0%
35	2	2.0%
84	2	2.0%
Other values (40)	49	49.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25	25.0%
3	2	2.0%
4	2	2.0%
5	3	3.0%
6	1	1.0%
7	1	1.0%
8	3	3.0%
9	1	1.0%
10	1	1.0%
11	1	1.0%

Value	Count	Frequency (%)
111	1	1.0%
101	1	1.0%
96	2	2.0%
91	1	1.0%
86	1	1.0%
84	2	2.0%
81	1	1.0%
76	1	1.0%
72	1	1.0%
71	1	1.0%

평균 속도(km/hr)
Real number (ℝ)

ZEROS

Distinct	64
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	70.3941

Minimum	0
Maximum	124
Zeros	25
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	47.5725
median	87.12
Q3	97.5525
95-th percentile	118.0665
Maximum	124
Range	124
Interquartile range (IQR)	49.98

Descriptive statistics

Standard deviation	42.670534
Coefficient of variation (CV)	0.60616634
Kurtosis	-0.81908956
Mean	70.3941
Median Absolute Deviation (MAD)	11.89
Skewness	-0.87638708
Sum	7039.41
Variance	1820.7745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	25	25.0%
124.0	4	4.0%
106.0	3	3.0%
79.0	2	2.0%
84.0	2	2.0%
118.0	2	2.0%
99.0	2	2.0%
95.0	2	2.0%
96.0	2	2.0%
92.0	2	2.0%
Other values (54)	54	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	25.0%
63.43	1	1.0%
65.78	1	1.0%
67.56	1	1.0%
75.22	1	1.0%
75.89	1	1.0%
76.75	1	1.0%
77.86	1	1.0%
78.0	1	1.0%
78.83	1	1.0%

Value	Count	Frequency (%)
124.0	4	4.0%
119.33	1	1.0%
118.0	2	2.0%
117.0	1	1.0%
115.0	1	1.0%
112.33	1	1.0%
112.0	1	1.0%
111.0	1	1.0%
108.5	1	1.0%
107.0	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	36.424538

Minimum	35.306944
Maximum	37.158778
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	36.576944
Q3	36.868903
95-th percentile	37.158778
Maximum	37.158778
Range	1.8518333
Interquartile range (IQR)	0.96417037

Descriptive statistics

Standard deviation	0.50859745
Coefficient of variation (CV)	0.013963045
Kurtosis	-0.56132503
Mean	36.424538
Median Absolute Deviation (MAD)	0.29195834
Skewness	-0.5704546
Sum	3642.4538
Variance	0.25867137
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%
36.38961	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%
36.38961	6	6.0%
36.54	4	4.0%
36.57694444	5	5.0%
36.58444444	5	5.0%

Value	Count	Frequency (%)
37.15877778	6	6.0%
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%
36.30722222	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	127.76716

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	127.18421
median	127.42639
Q3	128.56147
95-th percentile	129.18111
Maximum	129.18111
Range	2.0927778
Interquartile range (IQR)	1.3772633

Descriptive statistics

Standard deviation	0.72532794
Coefficient of variation (CV)	0.0056769515
Kurtosis	-0.82349525
Mean	127.76716
Median Absolute Deviation (MAD)	0.2497222
Skewness	0.89881755
Sum	12776.716
Variance	0.52610063
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%
127.423508	6	6.0%
Other values (5)	26	26.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.0883333	6	6.0%
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%
127.5744444	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%
127.4338889	4	4.0%
127.4277778	5	5.0%
127.4263889	5	5.0%
127.423508	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	-0.03779762

Minimum	-3.15276
Maximum	3.071416
Zeros	0
Zeros (%)	0.0%
Negative	50
Negative (%)	50.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	-3.15276
5-th percentile	-2.788625
Q1	-0.807188
median	0.051518
Q3	0.688696
95-th percentile	2.703849
Maximum	3.071416
Range	6.224176
Interquartile range (IQR)	1.495884

Descriptive statistics

Standard deviation	1.3767542
Coefficient of variation (CV)	-36.424363
Kurtosis	0.079415208
Mean	-0.03779762
Median Absolute Deviation (MAD)	0.858706
Skewness	9.6031432 × 10^-5
Sum	-3.779762
Variance	1.8954522
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
-1.758683	5	5.0%
-0.660004	5	5.0%
-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%
-0.807188	4	4.0%
0.166426	4	4.0%
Other values (17)	52	52.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.15276	3	3.0%
-2.788625	3	3.0%
-1.758683	5	5.0%
-1.359001	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%
-0.624001	5	5.0%

Value	Count	Frequency (%)
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%
0.671977	1	1.0%
0.61369	5	5.0%
0.409237	3	3.0%

TSP(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	71
Distinct (%)	71.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5286

Minimum	0
Maximum	20.85
Zeros	25
Zeros (%)	25.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0225
median	0.65
Q3	3.3175
95-th percentile	10.26
Maximum	20.85
Range	20.85
Interquartile range (IQR)	3.295

Descriptive statistics

Standard deviation	3.8689032
Coefficient of variation (CV)	1.5300574
Kurtosis	5.3105607
Mean	2.5286
Median Absolute Deviation (MAD)	0.65
Skewness	2.1694482
Sum	252.86
Variance	14.968412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	25	25.0%
0.04	3	3.0%
0.51	2	2.0%
0.03	2	2.0%
0.18	2	2.0%
2.1	1	1.0%
11.56	1	1.0%
9.5	1	1.0%
20.85	1	1.0%
5.26	1	1.0%
Other values (61)	61	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	25.0%
0.03	2	2.0%
0.04	3	3.0%
0.08	1	1.0%
0.09	1	1.0%
0.1	1	1.0%
0.13	1	1.0%
0.15	1	1.0%
0.17	1	1.0%
0.18	2	2.0%

Value	Count	Frequency (%)
20.85	1	1.0%
14.02	1	1.0%
13.6	1	1.0%
11.56	1	1.0%
11.21	1	1.0%
10.21	1	1.0%
9.87	1	1.0%
9.5	1	1.0%
9.42	1	1.0%
9.0	1	1.0%

PM10(g/km)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	67
Distinct (%)	67.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.1127

Minimum	0
Maximum	9.17
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	0.285
Q3	1.46
95-th percentile	4.512
Maximum	9.17
Range	9.17
Interquartile range (IQR)	1.4525

Descriptive statistics

Standard deviation	1.7020326
Coefficient of variation (CV)	1.5296419
Kurtosis	5.3007455
Mean	1.1127
Median Absolute Deviation (MAD)	0.285
Skewness	2.1676299
Sum	111.27
Variance	2.8969149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	25	25.0%
0.08	3	3.0%
0.02	3	3.0%
0.06	2	2.0%
0.22	2	2.0%
0.04	2	2.0%
0.73	2	2.0%
0.01	2	2.0%
0.92	1	1.0%
1.18	1	1.0%
Other values (57)	57	57.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	25	25.0%
0.01	2	2.0%
0.02	3	3.0%
0.03	1	1.0%
0.04	2	2.0%
0.06	2	2.0%
0.08	3	3.0%
0.1	1	1.0%
0.12	1	1.0%
0.13	1	1.0%

Value	Count	Frequency (%)
9.17	1	1.0%
6.17	1	1.0%
5.98	1	1.0%
5.08	1	1.0%
4.93	1	1.0%
4.49	1	1.0%
4.34	1	1.0%
4.18	1	1.0%
4.15	1	1.0%
3.96	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	11.88
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	7.7%
청원군	20	5.7%
천안시	19	5.4%
경기	16	4.6%
남이면	14	4.0%
경북	12	3.4%
충남	10	2.9%
서북구	10	2.9%
성거읍	10	2.9%
송남리	10	2.9%
Other values (30)	202	57.7%

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	0.968	0.000	0.000	0.983	0.914	0.529	0.434	0.912	0.910	0.702	0.000	0.000	0.946
지점	0.968	1.000	0.201	0.000	1.000	1.000	0.531	0.558	1.000	1.000	0.903	0.231	0.231	1.000
방향	0.000	0.201	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.527	0.182	0.182	0.000
차선	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.538	0.000	0.000	0.000	0.214	0.214	0.000
측정구간	0.983	1.000	1.000	0.000	1.000	1.000	0.492	0.557	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	0.344	0.346	0.982	0.953	0.859	0.000	0.000	1.000
차량통과수(대)	0.529	0.531	0.000	0.000	0.492	0.344	1.000	0.549	0.348	0.343	0.289	0.747	0.747	0.520
평균 속도(km/hr)	0.434	0.558	0.000	0.538	0.557	0.346	0.549	1.000	0.427	0.362	0.000	0.382	0.382	0.537
위도(°)	0.912	1.000	0.000	0.000	1.000	0.982	0.348	0.427	1.000	0.922	0.751	0.166	0.166	1.000
경도(°)	0.910	1.000	0.000	0.000	1.000	0.953	0.343	0.362	0.922	1.000	0.632	0.000	0.000	1.000
기울기(°)	0.702	0.903	0.527	0.000	1.000	0.859	0.289	0.000	0.751	0.632	1.000	0.000	0.000	0.875
TSP(g/km)	0.000	0.231	0.182	0.214	0.000	0.000	0.747	0.382	0.166	0.000	0.000	1.000	1.000	0.218
PM10(g/km)	0.000	0.231	0.182	0.214	0.000	0.000	0.747	0.382	0.166	0.000	0.000	1.000	1.000	0.218
주소	0.946	1.000	0.000	0.000	1.000	1.000	0.520	0.537	1.000	1.000	0.875	0.218	0.218	1.000

Heatmap
Table

	지점	차선	측정구간	방향	주소
지점	1.000	0.000	0.927	0.167	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	0.167	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	0.081	-0.244	0.997	-0.974	-0.016	-0.097	-0.098	0.781	0.000	0.000	0.802	0.766
장비이정(km)	0.997	1.000	0.074	-0.221	1.000	-0.977	-0.030	-0.105	-0.105	0.961	0.000	0.000	0.891	0.967
차량통과수(대)	0.081	0.074	1.000	0.444	0.074	-0.135	-0.157	0.882	0.882	0.218	0.000	0.000	0.173	0.231
평균 속도(km/hr)	-0.244	-0.221	0.444	1.000	-0.221	0.192	-0.018	0.331	0.331	0.282	0.000	0.399	0.244	0.284
위도(°)	0.997	1.000	0.074	-0.221	1.000	-0.977	-0.030	-0.105	-0.105	0.966	0.000	0.000	0.896	0.972
경도(°)	-0.974	-0.977	-0.135	0.192	-0.977	1.000	0.021	0.045	0.045	0.956	0.000	0.000	0.886	0.962
기울기(°)	-0.016	-0.030	-0.157	-0.018	-0.030	0.021	1.000	-0.105	-0.105	0.656	0.385	0.000	0.891	0.618
TSP(g/km)	-0.097	-0.105	0.882	0.331	-0.105	0.045	-0.105	1.000	1.000	0.089	0.129	0.128	0.000	0.086
PM10(g/km)	-0.098	-0.105	0.882	0.331	-0.105	0.045	-0.105	1.000	1.000	0.089	0.129	0.128	0.000	0.086
지점	0.781	0.961	0.218	0.282	0.966	0.956	0.656	0.089	0.089	1.000	0.167	0.000	0.927	0.994
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.385	0.129	0.129	0.167	1.000	0.000	0.863	0.000
차선	0.000	0.000	0.000	0.399	0.000	0.000	0.000	0.128	0.128	0.000	0.000	1.000	0.000	0.000
측정구간	0.802	0.891	0.173	0.244	0.896	0.886	0.891	0.000	0.000	0.927	0.863	0.000	1.000	0.921
주소	0.766	0.967	0.231	0.284	0.972	0.962	0.618	0.086	0.086	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	20201201	12	101.0	35.306944	129.074722	-3.15276	2.1	0.92	경남 양산시 동면
1	2	도로공사	A-0010-0083E-6	E	2	노포JC-양산JC	8.3	20201201	40	106.0	35.306944	129.074722	-3.15276	0.69	0.3	경남 양산시 동면
2	3	도로공사	A-0010-0083E-6	E	3	노포JC-양산JC	8.3	20201201	23	97.5	35.306944	129.074722	-3.15276	1.41	0.62	경남 양산시 동면
3	4	도로공사	A-0010-0083E-6	S	1	양산JC-노포JC	8.3	20201201	13	124.0	35.306944	129.074722	3.071416	0.15	0.06	경남 양산시 동면
4	5	도로공사	A-0010-0083E-6	S	2	양산JC-노포JC	8.3	20201201	37	92.0	35.306944	129.074722	3.071416	1.03	0.45	경남 양산시 동면
5	6	도로공사	A-0010-0083E-6	S	3	양산JC-노포JC	8.3	20201201	20	83.33	35.306944	129.074722	3.071416	2.06	0.91	경남 양산시 동면
6	7	도로공사	A-0010-0538E-6	E	1	언양JC-활천IC	53.4	20201201	4	96.0	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	20201201	16	94.67	35.681944	129.181111	0.22545	0.82	0.36	울산 울주군 두서면 활천리
8	9	도로공사	A-0010-0538E-6	E	3	언양JC-활천IC	53.4	20201201	18	81.57	35.681944	129.181111	0.22545	2.88	1.27	울산 울주군 두서면 활천리
9	10	도로공사	A-0010-0538E-6	S	1	활천IC-언양JC	53.4	20201201	9	107.0	35.681944	129.181111	0.19158	0.1	0.04	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	S	2	안성JC-안성IC	361.3	20201201	81	103.4	37.008889	127.149167	-1.30142	2.46	1.08	경기 안성시 원곡면
91	92	도로공사	A-0010-3613E-10	S	3	안성JC-안성IC	361.3	20201201	66	82.67	37.008889	127.149167	-1.30142	6.06	2.67	경기 안성시 원곡면
92	93	도로공사	A-0010-3613E-10	S	4	안성JC-안성IC	361.3	20201201	86	87.57	37.008889	127.149167	-1.30142	5.45	2.4	경기 안성시 원곡면
93	94	도로공사	A-0010-3613E-10	S	5	안성JC-안성IC	361.3	20201201	45	84.0	37.008889	127.149167	-1.30142	3.23	1.42	경기 안성시 원곡면
94	95	도로공사	A-0010-3801E-10	E	1	오산IC-동탄JC	380.1	20201201	45	111.0	37.158778	127.088333	-0.660004	0.51	0.22	경기 화성시 동탄면 송리
95	96	도로공사	A-0010-3801E-10	E	2	오산IC-동탄JC	380.1	20201201	111	103.33	37.158778	127.088333	-0.660004	1.9	0.84	경기 화성시 동탄면 송리
96	97	도로공사	A-0010-3801E-10	E	3	오산IC-동탄JC	380.1	20201201	96	86.67	37.158778	127.088333	-0.660004	7.9	3.48	경기 화성시 동탄면 송리
97	98	도로공사	A-0010-3801E-10	E	4	오산IC-동탄JC	380.1	20201201	91	79.0	37.158778	127.088333	-0.660004	9.42	4.15	경기 화성시 동탄면 송리
98	99	도로공사	A-0010-3801E-10	E	5	오산IC-동탄JC	380.1	20201201	8	78.0	37.158778	127.088333	-0.660004	0.04	0.02	경기 화성시 동탄면 송리
99	100	도로공사	A-0010-3801E-10	S	1	동탄JC-오산IC	380.1	20201201	31	117.0	37.158778	127.088333	0.671977	0.51	0.23	경기 화성시 동탄면 송리

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