gimi9 Pandas Profiling

Dataset statistics

Number of variables	16
Number of observations	100
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.8 KiB
Average record size in memory	141.3 B

Variable types

Numeric	9
Categorical	4
Text	3

Dataset

Description	샘플 데이터
Author	노바코스
URL	https://www.bigdata-environment.kr/user/data_market/detail.do?id=d0979930-4b6c-11ec-a893-4d3e48f9e980

Alerts

`도로종류` has constant value ""	Constant
`측정일` has constant value ""	Constant
`측정시간` has constant value ""	Constant
`co((g/km))` is highly overall correlated with `nox((g/km))` and 3 other fields	High correlation
`nox((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`hc((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`pm((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`co2((g/km))` is highly overall correlated with `co((g/km))` and 3 other fields	High correlation
`기본키` has unique values	Unique
`co((g/km))` has unique values	Unique
`nox((g/km))` has unique values	Unique
`hc((g/km))` has unique values	Unique
`co2((g/km))` has unique values	Unique

Reproduction

Analysis started	2024-04-17 01:51:45.097384
Analysis finished	2024-04-17 01:51:52.167232
Duration	7.07 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기본키
Real number (ℝ)

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

건기연	100

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
건기연	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
건기연	100	100.0%

지점
Text

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

Length

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

Characters and Unicode

Total characters	800
Distinct characters	13
Distinct categories	4 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	[0314-0]
2nd row	[0314-0]
3rd row	[0317-0]
4th row	[0317-0]
5th row	[0318-0]

Value	Count	Frequency (%)
0314-0	2	2.0%
2809-1	2	2.0%
3307-1	2	2.0%
2513-0	2	2.0%
2613-3	2	2.0%
2613-4	2	2.0%
2614-3	2	2.0%
2802-1	2	2.0%
2803-1	2	2.0%
2804-2	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	134	16.8%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	56	7.0%
5	28	3.5%
4	26	3.2%
8	26	3.2%
Other values (3)	48	6.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	500	62.5%
Open Punctuation	100	12.5%
Dash Punctuation	100	12.5%
Close Punctuation	100	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	134	26.8%
1	110	22.0%
2	72	14.4%
3	56	11.2%
5	28	5.6%
4	26	5.2%
8	26	5.2%
7	24	4.8%
6	16	3.2%
9	8	1.6%

Open Punctuation

Value	Count	Frequency (%)
[	100	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	100	100.0%

Close Punctuation

Value	Count	Frequency (%)
]	100	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	800	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	134	16.8%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	56	7.0%
5	28	3.5%
4	26	3.2%
8	26	3.2%
Other values (3)	48	6.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	134	16.8%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	56	7.0%
5	28	3.5%
4	26	3.2%
8	26	3.2%
Other values (3)	48	6.0%

방향
Categorical

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

1	50
2	50

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	1
4th row	2
5th row	1

Common Values

Value	Count	Frequency (%)
1	50	50.0%
2	50	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	50	50.0%
2	50	50.0%

측정구간
Text

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

Length

Max length	6
Median length	5
Mean length	5.06
Min length	5

Characters and Unicode

Total characters	506
Distinct characters	86
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	구성-김천
2nd row	구성-김천
3rd row	공성-상주
4th row	공성-상주
5th row	상주-함창

Value	Count	Frequency (%)
구성-김천	2	2.0%
안강-고경	2	2.0%
고령-수륜	2	2.0%
상주-낙동	2	2.0%
묘산-쌍림	2	2.0%
쌍림-고령	2	2.0%
고령-성산	2	2.0%
장수-예천	2	2.0%
상동-본포	2	2.0%
안계-봉양	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
-	100	19.8%
성	22	4.3%
포	22	4.3%
주	18	3.6%
천	18	3.6%
동	16	3.2%
산	14	2.8%
경	10	2.0%
영	10	2.0%
령	10	2.0%
Other values (76)	266	52.6%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	404	79.8%
Dash Punctuation	100	19.8%
Decimal Number	2	0.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
성	22	5.4%
포	22	5.4%
주	18	4.5%
천	18	4.5%
동	16	4.0%
산	14	3.5%
경	10	2.5%
영	10	2.5%
령	10	2.5%
해	8	2.0%
Other values (74)	256	63.4%

Dash Punctuation

Value	Count	Frequency (%)
-	100	100.0%

Decimal Number

Value	Count	Frequency (%)
5	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	404	79.8%
Common	102	20.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
성	22	5.4%
포	22	5.4%
주	18	4.5%
천	18	4.5%
동	16	4.0%
산	14	3.5%
경	10	2.5%
영	10	2.5%
령	10	2.5%
해	8	2.0%
Other values (74)	256	63.4%

Common

Value	Count	Frequency (%)
-	100	98.0%
5	2	2.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	404	79.8%
ASCII	102	20.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	100	98.0%
5	2	2.0%

Hangul

Value	Count	Frequency (%)
성	22	5.4%
포	22	5.4%
주	18	4.5%
천	18	4.5%
동	16	4.0%
산	14	3.5%
경	10	2.5%
영	10	2.5%
령	10	2.5%
해	8	2.0%
Other values (74)	256	63.4%

연장((km))
Real number (ℝ)

Distinct	45
Distinct (%)	45.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.234

Minimum	1.3
Maximum	27.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.3
5-th percentile	1.8
Q1	5.9
median	8.1
Q3	11.6
95-th percentile	22.1
Maximum	27.8
Range	26.5
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	5.8448496
Coefficient of variation (CV)	0.6329705
Kurtosis	2.1204653
Mean	9.234
Median Absolute Deviation (MAD)	3.25
Skewness	1.300893
Sum	923.4
Variance	34.162267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
10.6	6	6.0%
6.4	4	4.0%
2.4	4	4.0%
11.2	4	4.0%
11.4	2	2.0%
8.0	2	2.0%
11.6	2	2.0%
9.2	2	2.0%
8.2	2	2.0%
7.8	2	2.0%
Other values (35)	70	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3	2	2.0%
1.4	2	2.0%
1.8	2	2.0%
2.1	2	2.0%
2.2	2	2.0%
2.4	4	4.0%
3.8	2	2.0%
4.1	2	2.0%
4.7	2	2.0%
4.8	2	2.0%

Value	Count	Frequency (%)
27.8	2	2.0%
26.7	2	2.0%
22.1	2	2.0%
20.6	2	2.0%
15.8	2	2.0%
14.4	2	2.0%
14.2	2	2.0%
13.5	2	2.0%
12.9	2	2.0%
12.3	2	2.0%

측정일
Categorical

CONSTANT

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

20210401	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210401
2nd row	20210401
3rd row	20210401
4th row	20210401
5th row	20210401

Common Values

Value	Count	Frequency (%)
20210401	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210401	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%

좌표위치위도((°))
Real number (ℝ)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.118213

Minimum	35.65543
Maximum	36.86368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	35.65543
5-th percentile	35.68369
Q1	35.85555
median	36.01706
Q3	36.35299
95-th percentile	36.76527
Maximum	36.86368
Range	1.20825
Interquartile range (IQR)	0.49744

Descriptive statistics

Standard deviation	0.34317786
Coefficient of variation (CV)	0.0095015182
Kurtosis	-0.61573085
Mean	36.118213
Median Absolute Deviation (MAD)	0.24256
Skewness	0.64520075
Sum	3611.8213
Variance	0.11777104
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.07278	2	2.0%
35.94083	2	2.0%
35.67783	2	2.0%
35.70376	2	2.0%
35.73646	2	2.0%
36.73238	2	2.0%
36.59513	2	2.0%
36.35882	2	2.0%
36.32892	2	2.0%
36.04086	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.65543	2	2.0%
35.67783	2	2.0%
35.68369	2	2.0%
35.69757	2	2.0%
35.70376	2	2.0%
35.71373	2	2.0%
35.73116	2	2.0%
35.73646	2	2.0%
35.76368	2	2.0%
35.78841	2	2.0%

Value	Count	Frequency (%)
36.86368	2	2.0%
36.84888	2	2.0%
36.76527	2	2.0%
36.75364	2	2.0%
36.73238	2	2.0%
36.59556	2	2.0%
36.59513	2	2.0%
36.58611	2	2.0%
36.50552	2	2.0%
36.49421	2	2.0%

좌표위치경도((°))
Real number (ℝ)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.79581

Minimum	128.02544
Maximum	129.52365
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	128.02544
5-th percentile	128.13935
Q1	128.40296
median	128.71618
Q3	129.25885
95-th percentile	129.47131
Maximum	129.52365
Range	1.49821
Interquartile range (IQR)	0.85589

Descriptive statistics

Standard deviation	0.46232566
Coefficient of variation (CV)	0.0035896016
Kurtosis	-1.3808056
Mean	128.79581
Median Absolute Deviation (MAD)	0.40509
Skewness	0.04953416
Sum	12879.581
Variance	0.21374502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.08611	2	2.0%
128.15515	2	2.0%
128.21559	2	2.0%
128.25985	2	2.0%
128.31646	2	2.0%
128.53474	2	2.0%
128.41883	2	2.0%
128.46812	2	2.0%
128.70365	2	2.0%
128.80075	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128.02544	2	2.0%
128.08611	2	2.0%
128.13935	2	2.0%
128.15515	2	2.0%
128.16946	2	2.0%
128.21559	2	2.0%
128.23039	2	2.0%
128.23413	2	2.0%
128.25985	2	2.0%
128.30572	2	2.0%

Value	Count	Frequency (%)
129.52365	2	2.0%
129.49495	2	2.0%
129.47131	2	2.0%
129.45978	2	2.0%
129.45621	2	2.0%
129.40658	2	2.0%
129.40119	2	2.0%
129.34631	2	2.0%
129.32144	2	2.0%
129.31407	2	2.0%

co((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4238.0469

Minimum	197.63
Maximum	12920.38
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	197.63
5-th percentile	491.1615
Q1	1601.935
median	3323.315
Q3	6421.94
95-th percentile	10087.351
Maximum	12920.38
Range	12722.75
Interquartile range (IQR)	4820.005

Descriptive statistics

Standard deviation	3193.9333
Coefficient of variation (CV)	0.75363331
Kurtosis	0.030513521
Mean	4238.0469
Median Absolute Deviation (MAD)	2229.56
Skewness	0.85824371
Sum	423804.69
Variance	10201210
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2260.0	1	1.0%
1102.72	1	1.0%
7082.69	1	1.0%
4255.99	1	1.0%
4110.47	1	1.0%
1622.42	1	1.0%
1488.26	1	1.0%
853.5	1	1.0%
698.32	1	1.0%
1444.49	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
197.63	1	1.0%
198.46	1	1.0%
232.7	1	1.0%
248.0	1	1.0%
473.33	1	1.0%
492.1	1	1.0%
535.09	1	1.0%
582.37	1	1.0%
698.32	1	1.0%
770.25	1	1.0%

Value	Count	Frequency (%)
12920.38	1	1.0%
12450.41	1	1.0%
12345.69	1	1.0%
11528.48	1	1.0%
10422.73	1	1.0%
10069.7	1	1.0%
10019.37	1	1.0%
9871.67	1	1.0%
9778.16	1	1.0%
9614.32	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5818.5061

Minimum	167.26
Maximum	22824.97
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	167.26
5-th percentile	411.601
Q1	1649.935
median	3963.52
Q3	7542.18
95-th percentile	19376.648
Maximum	22824.97
Range	22657.71
Interquartile range (IQR)	5892.245

Descriptive statistics

Standard deviation	5545.5136
Coefficient of variation (CV)	0.95308203
Kurtosis	1.5417189
Mean	5818.5061
Median Absolute Deviation (MAD)	2687.875
Skewness	1.4713798
Sum	581850.61
Variance	30752721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2219.68	1	1.0%
1466.6	1	1.0%
7527.94	1	1.0%
7584.9	1	1.0%
5718.09	1	1.0%
2140.2	1	1.0%
1839.88	1	1.0%
1362.23	1	1.0%
994.97	1	1.0%
1674.81	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
167.26	1	1.0%
209.42	1	1.0%
216.65	1	1.0%
224.24	1	1.0%
346.83	1	1.0%
415.01	1	1.0%
614.71	1	1.0%
646.49	1	1.0%
680.29	1	1.0%
764.37	1	1.0%

Value	Count	Frequency (%)
22824.97	1	1.0%
20817.87	1	1.0%
20639.65	1	1.0%
20570.14	1	1.0%
20568.48	1	1.0%
19313.92	1	1.0%
18317.12	1	1.0%
17142.38	1	1.0%
16905.6	1	1.0%
16349.0	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	696.8416

Minimum	23.57
Maximum	2536.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	23.57
5-th percentile	57.6015
Q1	225.9475
median	488.5
Q3	944.4075
95-th percentile	2098.0635
Maximum	2536.22
Range	2512.65
Interquartile range (IQR)	718.46

Descriptive statistics

Standard deviation	593.10894
Coefficient of variation (CV)	0.85113883
Kurtosis	1.0134062
Mean	696.8416
Median Absolute Deviation (MAD)	338.575
Skewness	1.2250295
Sum	69684.16
Variance	351778.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
301.36	1	1.0%
184.42	1	1.0%
973.68	1	1.0%
822.26	1	1.0%
735.21	1	1.0%
272.01	1	1.0%
240.43	1	1.0%
201.6	1	1.0%
145.11	1	1.0%
222.12	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.57	1	1.0%
27.88	1	1.0%
30.27	1	1.0%
32.33	1	1.0%
51.93	1	1.0%
57.9	1	1.0%
81.82	1	1.0%
85.77	1	1.0%
92.62	1	1.0%
102.02	1	1.0%

Value	Count	Frequency (%)
2536.22	1	1.0%
2278.54	1	1.0%
2247.9	1	1.0%
2182.41	1	1.0%
2117.89	1	1.0%
2097.02	1	1.0%
1974.82	1	1.0%
1919.52	1	1.0%
1651.34	1	1.0%
1558.51	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	391.7063

Minimum	17.29
Maximum	1470.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	17.29
5-th percentile	30.071
Q1	133.85
median	276.565
Q3	508.255
95-th percentile	1240.3885
Maximum	1470.49
Range	1453.2
Interquartile range (IQR)	374.405

Descriptive statistics

Standard deviation	357.81817
Coefficient of variation (CV)	0.91348587
Kurtosis	1.5877153
Mean	391.7063
Median Absolute Deviation (MAD)	178.955
Skewness	1.4594835
Sum	39170.63
Variance	128033.84
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.29	2	2.0%
256.76	1	1.0%
482.27	1	1.0%
383.02	1	1.0%
155.45	1	1.0%
135.53	1	1.0%
94.3	1	1.0%
76.88	1	1.0%
141.7	1	1.0%
149.02	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.29	2	2.0%
18.42	1	1.0%
19.93	1	1.0%
24.96	1	1.0%
30.34	1	1.0%
33.6	1	1.0%
45.9	1	1.0%
47.63	1	1.0%
51.12	1	1.0%
53.46	1	1.0%

Value	Count	Frequency (%)
1470.49	1	1.0%
1446.86	1	1.0%
1364.56	1	1.0%
1310.05	1	1.0%
1307.62	1	1.0%
1236.85	1	1.0%
1181.53	1	1.0%
1172.03	1	1.0%
1138.9	1	1.0%
1025.42	1	1.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1076236.2

Minimum	45967.71
Maximum	3525723.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	45967.71
5-th percentile	123978.41
Q1	392179.71
median	850859.56
Q3	1578248.7
95-th percentile	2667458
Maximum	3525723.9
Range	3479756.1
Interquartile range (IQR)	1186069

Descriptive statistics

Standard deviation	833098.92
Coefficient of variation (CV)	0.77408559
Kurtosis	0.22563297
Mean	1076236.2
Median Absolute Deviation (MAD)	558043.77
Skewness	0.92644183
Sum	1.0762362 × 10⁸
Variance	6.9405381 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
566005.89	1	1.0%
269332.18	1	1.0%
1824251.48	1	1.0%
1134838.93	1	1.0%
988726.38	1	1.0%
402190.43	1	1.0%
370531.78	1	1.0%
168761.21	1	1.0%
149819.2	1	1.0%
358131.89	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
45967.71	1	1.0%
47428.33	1	1.0%
61272.67	1	1.0%
63736.23	1	1.0%
112800.72	1	1.0%
124566.71	1	1.0%
129786.23	1	1.0%
145217.14	1	1.0%
149819.2	1	1.0%
168761.21	1	1.0%

Value	Count	Frequency (%)
3525723.85	1	1.0%
3391958.44	1	1.0%
3092005.36	1	1.0%
2902913.42	1	1.0%
2671774.8	1	1.0%
2667230.8	1	1.0%
2480756.76	1	1.0%
2473965.11	1	1.0%
2394753.24	1	1.0%
2374044.54	1	1.0%

주소
Text

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

Length

Max length	11
Median length	11
Mean length	10.94
Min length	10

Characters and Unicode

Total characters	1094
Distinct characters	103
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	경북 김천 구성 하강
2nd row	경북 김천 구성 하강
3rd row	경북 상주 청리 원장
4th row	경북 상주 청리 원장
5th row	경북 상주 외서 연봉

Value	Count	Frequency (%)
경북	100	25.0%
포항	16	4.0%
경주	12	3.0%
의성	10	2.5%
칠곡	6	1.5%
고령	6	1.5%
청도	6	1.5%
영천	6	1.5%
연일	6	1.5%
상주	6	1.5%
Other values (103)	226	56.5%

Most occurring characters

Value	Count	Frequency (%)
	300	27.4%
경	116	10.6%
북	106	9.7%
천	34	3.1%
성	26	2.4%
주	26	2.4%
포	20	1.8%
영	18	1.6%
항	16	1.5%
동	14	1.3%
Other values (93)	418	38.2%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	794	72.6%
Space Separator	300	27.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
경	116	14.6%
북	106	13.4%
천	34	4.3%
성	26	3.3%
주	26	3.3%
포	20	2.5%
영	18	2.3%
항	16	2.0%
동	14	1.8%
산	12	1.5%
Other values (92)	406	51.1%

Space Separator

Value	Count	Frequency (%)
	300	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	794	72.6%
Common	300	27.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
경	116	14.6%
북	106	13.4%
천	34	4.3%
성	26	3.3%
주	26	3.3%
포	20	2.5%
영	18	2.3%
항	16	2.0%
동	14	1.8%
산	12	1.5%
Other values (92)	406	51.1%

Common

Value	Count	Frequency (%)
	300	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	794	72.6%
ASCII	300	27.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	300	100.0%

Hangul

Value	Count	Frequency (%)
경	116	14.6%
북	106	13.4%
천	34	4.3%
성	26	3.3%
주	26	3.3%
포	20	2.5%
영	18	2.3%
항	16	2.0%
동	14	1.8%
산	12	1.5%
Other values (92)	406	51.1%

Phik (φk)
Auto

Heatmap
Table

	기본키	지점	방향	측정구간	연장((km))	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
기본키	1.000	1.000	0.000	1.000	0.482	0.751	0.898	0.703	0.662	0.703	0.646	0.765	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.980	0.954	0.984	0.953	0.996	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
측정구간	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.980	0.954	0.984	0.953	0.996	1.000
연장((km))	0.482	1.000	0.000	1.000	1.000	0.536	0.640	0.178	0.000	0.247	0.145	0.332	1.000
좌표위치위도((°))	0.751	1.000	0.000	1.000	0.536	1.000	0.772	0.480	0.508	0.638	0.356	0.578	1.000
좌표위치경도((°))	0.898	1.000	0.000	1.000	0.640	0.772	1.000	0.731	0.639	0.705	0.635	0.761	1.000
co((g/km))	0.703	0.980	0.000	0.980	0.178	0.480	0.731	1.000	0.937	0.934	0.923	0.970	0.980
nox((g/km))	0.662	0.954	0.000	0.954	0.000	0.508	0.639	0.937	1.000	0.962	0.960	0.923	0.954
hc((g/km))	0.703	0.984	0.000	0.984	0.247	0.638	0.705	0.934	0.962	1.000	0.980	0.949	0.984
pm((g/km))	0.646	0.953	0.000	0.953	0.145	0.356	0.635	0.923	0.960	0.980	1.000	0.938	0.953
co2((g/km))	0.765	0.996	0.000	0.996	0.332	0.578	0.761	0.970	0.923	0.949	0.938	1.000	0.996
주소	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.980	0.954	0.984	0.953	0.996	1.000

Heatmap
Table

	기본키	연장((km))	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	방향
기본키	1.000	-0.052	-0.072	0.276	-0.367	-0.355	-0.380	-0.364	-0.341	0.000
연장((km))	-0.052	1.000	0.162	-0.083	-0.041	0.019	-0.004	0.019	-0.048	0.000
좌표위치위도((°))	-0.072	0.162	1.000	-0.115	-0.071	-0.015	-0.014	0.012	-0.082	0.000
좌표위치경도((°))	0.276	-0.083	-0.115	1.000	0.185	0.166	0.145	0.099	0.202	0.000
co((g/km))	-0.367	-0.041	-0.071	0.185	1.000	0.968	0.977	0.958	0.998	0.000
nox((g/km))	-0.355	0.019	-0.015	0.166	0.968	1.000	0.995	0.991	0.971	0.000
hc((g/km))	-0.380	-0.004	-0.014	0.145	0.977	0.995	1.000	0.990	0.976	0.000
pm((g/km))	-0.364	0.019	0.012	0.099	0.958	0.991	0.990	1.000	0.959	0.000
co2((g/km))	-0.341	-0.048	-0.082	0.202	0.998	0.971	0.976	0.959	1.000	0.000
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	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	측정구간	연장((km))	측정일	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
0	1	건기연	[0314-0]	1	구성-김천	11.4	20210401	36.07278	128.08611	2260.0	2219.68	301.36	183.46	566005.89	경북 김천 구성 하강
1	2	건기연	[0314-0]	2	구성-김천	11.4	20210401	36.07278	128.08611	2230.94	2098.02	300.09	150.23	548708.23	경북 김천 구성 하강
2	3	건기연	[0317-0]	1	공성-상주	11.9	20210401	36.35299	128.13935	3147.27	4105.48	575.35	331.22	725380.89	경북 상주 청리 원장
3	4	건기연	[0317-0]	2	공성-상주	11.9	20210401	36.35299	128.13935	2847.28	3728.14	469.15	275.34	713374.82	경북 상주 청리 원장
4	5	건기연	[0318-0]	1	상주-함창	14.4	20210401	36.50552	128.16946	6598.75	9053.58	1168.54	681.73	1588169.82	경북 상주 외서 연봉
5	6	건기연	[0318-0]	2	상주-함창	14.4	20210401	36.50552	128.16946	6560.27	8939.68	1143.73	693.99	1574941.71	경북 상주 외서 연봉
6	7	건기연	[0410-2]	1	추풍령-김천	1.8	20210401	36.14659	128.02544	1787.8	1953.13	253.12	163.18	449106.37	경북 김천 봉산 태화
7	8	건기연	[0410-2]	2	추풍령-김천	1.8	20210401	36.14659	128.02544	1648.72	1553.57	222.43	128.81	406276.98	경북 김천 봉산 태화
8	9	건기연	[0415-1]	1	성주-대구	3.8	20210401	35.98385	128.41106	9529.15	10822.46	1385.02	780.94	2394753.24	경북 칠곡 왜관 왜관
9	10	건기연	[0415-1]	2	성주-대구	3.8	20210401	35.98385	128.41106	9778.16	11016.04	1385.89	771.0	2347996.68	경북 칠곡 왜관 왜관

	기본키	도로종류	지점	방향	측정구간	연장((km))	측정일	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
90	91	건기연	[3109-1]	1	죽장-부남	20.6	20210401	36.2488	129.04049	582.37	1068.02	121.44	69.61	145217.14	경북 청송 현동 눌인
91	92	건기연	[3109-1]	2	죽장-부남	20.6	20210401	36.2488	129.04049	535.09	865.58	102.02	60.03	129786.23	경북 청송 현동 눌인
92	93	건기연	[3113-1]	1	진보-석보	6.0	20210401	36.59556	129.08611	1329.27	1573.1	223.09	110.9	309454.11	경북 영양 입암 신구
93	94	건기연	[3113-1]	2	진보-석보	6.0	20210401	36.59556	129.08611	1288.61	1441.99	209.88	101.98	299247.22	경북 영양 입암 신구
94	95	건기연	[3116-1]	1	녹동-영양	26.7	20210401	36.86368	129.01248	197.63	224.24	32.33	17.29	45967.71	경북 봉화 소천 서천
95	96	건기연	[3116-1]	2	녹동-영양	26.7	20210401	36.86368	129.01248	198.46	209.42	30.27	18.42	47428.33	경북 봉화 소천 서천
96	97	건기연	[3307-1]	1	고령-수륜	12.9	20210401	35.80817	128.23039	835.93	886.94	118.32	71.65	202900.58	경북 성주 수륜 계정
97	98	건기연	[3307-1]	2	고령-수륜	12.9	20210401	35.80817	128.23039	842.48	1175.7	131.15	84.76	220011.72	경북 성주 수륜 계정
98	99	건기연	[3310-0]	1	성주-왜관	6.7	20210401	35.97485	128.37682	5708.43	5850.08	772.04	479.8	1450986.91	경북 칠곡 기산 영
99	100	건기연	[3310-0]	2	성주-왜관	6.7	20210401	35.97485	128.37682	5561.84	6299.04	779.38	500.18	1453633.01	경북 칠곡 기산 영

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Open Punctuation

Dash Punctuation

Close Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Dash Punctuation

Decimal Number

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Other Letter

Space Separator

Most occurring scripts

Most frequent character per script

Hangul

Common

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Interactions

Correlations

Missing values

Sample