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
`pm((g/km))` has unique values	Unique
`co2((g/km))` has unique values	Unique

Reproduction

Analysis started	2024-04-17 01:51:19.611509
Analysis finished	2024-04-17 01:51:26.573392
Duration	6.96 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%
3020-1	2	2.0%
3311-0	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%
2805-3	2	2.0%
2808-0	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	132	16.5%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	70	8.8%
2	70	8.8%
5	26	3.2%
8	26	3.2%
4	22	2.8%
Other values (3)	44	5.5%

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	132	26.4%
1	110	22.0%
3	70	14.0%
2	70	14.0%
5	26	5.2%
8	26	5.2%
4	22	4.4%
7	20	4.0%
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	132	16.5%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	70	8.8%
2	70	8.8%
5	26	3.2%
8	26	3.2%
4	22	2.8%
Other values (3)	44	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	132	16.5%
1	110	13.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
3	70	8.8%
2	70	8.8%
5	26	3.2%
8	26	3.2%
4	22	2.8%
Other values (3)	44	5.5%

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	89
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%
신성-금수	2	2.0%
약목-구평	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%
일반5-금성	2	2.0%
영천-의성	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
-	100	19.8%
포	22	4.3%
성	20	4.0%
주	18	3.6%
천	16	3.2%
동	14	2.8%
산	14	2.8%
경	12	2.4%
령	10	2.0%
영	10	2.0%
Other values (79)	270	53.4%

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 (%)
포	22	5.4%
성	20	5.0%
주	18	4.5%
천	16	4.0%
동	14	3.5%
산	14	3.5%
경	12	3.0%
령	10	2.5%
영	10	2.5%
구	10	2.5%
Other values (77)	258	63.9%

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 (%)
포	22	5.4%
성	20	5.0%
주	18	4.5%
천	16	4.0%
동	14	3.5%
산	14	3.5%
경	12	3.0%
령	10	2.5%
영	10	2.5%
구	10	2.5%
Other values (77)	258	63.9%

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 (%)
포	22	5.4%
성	20	5.0%
주	18	4.5%
천	16	4.0%
동	14	3.5%
산	14	3.5%
경	12	3.0%
령	10	2.5%
영	10	2.5%
구	10	2.5%
Other values (77)	258	63.9%

연장((km))
Real number (ℝ)

Distinct	43
Distinct (%)	43.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.924

Minimum	1.3
Maximum	26.7
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	11.2
95-th percentile	20.6
Maximum	26.7
Range	25.4
Interquartile range (IQR)	5.3

Descriptive statistics

Standard deviation	5.294005
Coefficient of variation (CV)	0.59323229
Kurtosis	1.9000042
Mean	8.924
Median Absolute Deviation (MAD)	3.1
Skewness	1.1823676
Sum	892.4
Variance	28.026489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
10.6	8	8.0%
8.7	4	4.0%
6.4	4	4.0%
2.4	4	4.0%
11.2	4	4.0%
11.4	2	2.0%
6.9	2	2.0%
10.4	2	2.0%
2.2	2	2.0%
8.0	2	2.0%
Other values (33)	66	66.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.3	2	2.0%
1.4	2	2.0%
1.8	2	2.0%
2.2	2	2.0%
2.4	4	4.0%
3.4	2	2.0%
3.8	2	2.0%
4.1	2	2.0%
4.7	2	2.0%
4.8	2	2.0%

Value	Count	Frequency (%)
26.7	2	2.0%
22.1	2	2.0%
20.6	2	2.0%
19.4	2	2.0%
15.8	2	2.0%
14.4	2	2.0%
12.9	2	2.0%
12.3	2	2.0%
12.0	2	2.0%
11.9	2	2.0%

측정일
Categorical

CONSTANT

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

20210601	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210601
2nd row	20210601
3rd row	20210601
4th row	20210601
5th row	20210601

Common Values

Value	Count	Frequency (%)
20210601	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210601	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	36.121485

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	35.86035
median	36.036925
Q3	36.33873
95-th percentile	36.76527
Maximum	36.86368
Range	1.20825
Interquartile range (IQR)	0.47838

Descriptive statistics

Standard deviation	0.3410521
Coefficient of variation (CV)	0.0094418072
Kurtosis	-0.47339739
Mean	36.121485
Median Absolute Deviation (MAD)	0.23588
Skewness	0.69161357
Sum	3612.1485
Variance	0.11631653
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.07278	2	2.0%
35.85555	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%
35.99882	2	2.0%
36.03299	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%
35.71695	2	2.0%
35.73646	2	2.0%
35.78841	2	2.0%
35.79392	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%
36.73871	2	2.0%
36.73238	2	2.0%
36.59556	2	2.0%
36.59513	2	2.0%
36.50552	2	2.0%
36.40808	2	2.0%

좌표위치경도((°))
Real number (ℝ)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.75297

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	128.08611
Q1	128.31646
median	128.685
Q3	129.248
95-th percentile	129.47131
Maximum	129.52365
Range	1.49821
Interquartile range (IQR)	0.93154

Descriptive statistics

Standard deviation	0.47051287
Coefficient of variation (CV)	0.0036543845
Kurtosis	-1.3974087
Mean	128.75297
Median Absolute Deviation (MAD)	0.41313
Skewness	0.18001032
Sum	12875.297
Variance	0.22138236
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.08611	2	2.0%
129.52365	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%
129.08273	2	2.0%
129.30673	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
128.02544	2	2.0%
128.08594	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%

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%
129.34631	2	2.0%
129.32144	2	2.0%
129.31407	2	2.0%
129.30673	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	4617.0158

Minimum	206.4
Maximum	14012.21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	206.4
5-th percentile	539.17
Q1	1767.92
median	3726.69
Q3	6444.9125
95-th percentile	11231.365
Maximum	14012.21
Range	13805.81
Interquartile range (IQR)	4676.9925

Descriptive statistics

Standard deviation	3452.2246
Coefficient of variation (CV)	0.74771773
Kurtosis	0.26374329
Mean	4617.0158
Median Absolute Deviation (MAD)	2200.105
Skewness	0.94927778
Sum	461701.58
Variance	11917854
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2637.25	1	1.0%
736.75	1	1.0%
3838.65	1	1.0%
323.7	1	1.0%
331.03	1	1.0%
6843.89	1	1.0%
9002.56	1	1.0%
4520.73	1	1.0%
4879.02	1	1.0%
1895.8	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
206.4	1	1.0%
228.29	1	1.0%
323.7	1	1.0%
331.03	1	1.0%
516.18	1	1.0%
540.38	1	1.0%
736.75	1	1.0%
874.0	1	1.0%
928.36	1	1.0%
933.65	1	1.0%

Value	Count	Frequency (%)
14012.21	1	1.0%
13958.69	1	1.0%
13286.8	1	1.0%
12815.22	1	1.0%
12736.45	1	1.0%
11152.15	1	1.0%
11070.81	1	1.0%
10750.16	1	1.0%
10018.6	1	1.0%
9944.82	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	5913.9403

Minimum	203.31
Maximum	23374.08
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	203.31
5-th percentile	698.2
Q1	1766.96
median	3749
Q3	7871.22
95-th percentile	17041.866
Maximum	23374.08
Range	23170.77
Interquartile range (IQR)	6104.26

Descriptive statistics

Standard deviation	5265.623
Coefficient of variation (CV)	0.89037474
Kurtosis	0.70204317
Mean	5913.9403
Median Absolute Deviation (MAD)	2447.925
Skewness	1.214073
Sum	591394.03
Variance	27726786
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2600.39	1	1.0%
922.41	1	1.0%
4662.03	1	1.0%
304.41	1	1.0%
289.19	1	1.0%
6961.02	1	1.0%
12447.04	1	1.0%
7359.96	1	1.0%
5720.85	1	1.0%
2234.55	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
203.31	1	1.0%
205.5	1	1.0%
289.19	1	1.0%
304.41	1	1.0%
604.72	1	1.0%
703.12	1	1.0%
785.11	1	1.0%
792.38	1	1.0%
812.12	1	1.0%
880.66	1	1.0%

Value	Count	Frequency (%)
23374.08	1	1.0%
18409.08	1	1.0%
18398.08	1	1.0%
17419.04	1	1.0%
17267.32	1	1.0%
17030.0	1	1.0%
16890.59	1	1.0%
15611.29	1	1.0%
15360.32	1	1.0%
15300.91	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	718.8611

Minimum	26.12
Maximum	2272.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	26.12
5-th percentile	88.0465
Q1	255.43
median	506.395
Q3	1034.55
95-th percentile	1934.8735
Maximum	2272.56
Range	2246.44
Interquartile range (IQR)	779.12

Descriptive statistics

Standard deviation	579.00591
Coefficient of variation (CV)	0.80544894
Kurtosis	-0.0058422328
Mean	718.8611
Median Absolute Deviation (MAD)	312.36
Skewness	0.96756884
Sum	71886.11
Variance	335247.85
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
343.11	1	1.0%
136.07	1	1.0%
516.53	1	1.0%
41.25	1	1.0%
41.8	1	1.0%
894.02	1	1.0%
1628.61	1	1.0%
872.42	1	1.0%
786.29	1	1.0%
306.57	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
26.12	1	1.0%
29.69	1	1.0%
41.25	1	1.0%
41.8	1	1.0%
79.05	1	1.0%
88.52	1	1.0%
104.6	1	1.0%
107.16	1	1.0%
107.23	1	1.0%
120.78	1	1.0%

Value	Count	Frequency (%)
2272.56	1	1.0%
2130.72	1	1.0%
2102.15	1	1.0%
1979.55	1	1.0%
1937.22	1	1.0%
1934.75	1	1.0%
1913.92	1	1.0%
1852.09	1	1.0%
1733.67	1	1.0%
1703.14	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	100
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	391.8312

Minimum	18.32
Maximum	1440.83
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	18.32
5-th percentile	43.1605
Q1	132.7275
median	274.72
Q3	551.81
95-th percentile	1092.9155
Maximum	1440.83
Range	1422.51
Interquartile range (IQR)	419.0825

Descriptive statistics

Standard deviation	331.79851
Coefficient of variation (CV)	0.84678942
Kurtosis	0.60456829
Mean	391.8312
Median Absolute Deviation (MAD)	175.115
Skewness	1.173227
Sum	39183.12
Variance	110090.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
213.72	1	1.0%
74.84	1	1.0%
269.4	1	1.0%
27.42	1	1.0%
28.44	1	1.0%
409.28	1	1.0%
691.82	1	1.0%
459.63	1	1.0%
369.79	1	1.0%
158.38	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.32	1	1.0%
20.49	1	1.0%
27.42	1	1.0%
28.44	1	1.0%
39.56	1	1.0%
43.35	1	1.0%
43.99	1	1.0%
48.28	1	1.0%
65.51	1	1.0%
71.33	1	1.0%

Value	Count	Frequency (%)
1440.83	1	1.0%
1212.03	1	1.0%
1162.7	1	1.0%
1155.1	1	1.0%
1093.59	1	1.0%
1092.88	1	1.0%
1072.88	1	1.0%
1032.1	1	1.0%
1030.28	1	1.0%
1015.94	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	1173164.2

Minimum	54415.7
Maximum	3682463.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	54415.7
5-th percentile	132970.91
Q1	447371.92
median	930070.34
Q3	1657298.3
95-th percentile	3010793.6
Maximum	3682463.5
Range	3628047.8
Interquartile range (IQR)	1209926.4

Descriptive statistics

Standard deviation	894413.85
Coefficient of variation (CV)	0.76239444
Kurtosis	0.25418783
Mean	1173164.2
Median Absolute Deviation (MAD)	561145.59
Skewness	0.9670498
Sum	1.1731642 × 10⁸
Variance	7.9997613 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
674787.73	1	1.0%
164898.51	1	1.0%
1045947.98	1	1.0%
80840.14	1	1.0%
83338.79	1	1.0%
1775929.01	1	1.0%
2165664.01	1	1.0%
1130119.49	1	1.0%
1117235.6	1	1.0%
457553.74	1	1.0%
Other values (90)	90	90.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
54415.7	1	1.0%
57177.48	1	1.0%
80840.14	1	1.0%
83338.79	1	1.0%
124214.84	1	1.0%
133431.76	1	1.0%
164898.51	1	1.0%
208612.78	1	1.0%
220317.54	1	1.0%
238280.27	1	1.0%

Value	Count	Frequency (%)
3682463.55	1	1.0%
3474220.17	1	1.0%
3444817.85	1	1.0%
3311990.91	1	1.0%
3192254.84	1	1.0%
3001243.0	1	1.0%
2891558.48	1	1.0%
2798001.85	1	1.0%
2489711.23	1	1.0%
2471199.89	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	10.96
Min length	10

Characters and Unicode

Total characters	1096
Distinct characters	102
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	8	2.0%
상주	6	1.5%
연일	6	1.5%
영천	6	1.5%
고령	6	1.5%
김천	4	1.0%
Other values (105)	226	56.5%

Most occurring characters

Value	Count	Frequency (%)
	300	27.4%
경	120	10.9%
북	106	9.7%
천	30	2.7%
성	28	2.6%
주	26	2.4%
포	22	2.0%
항	16	1.5%
산	14	1.3%
동	14	1.3%
Other values (92)	420	38.3%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	796	72.6%
Space Separator	300	27.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
경	120	15.1%
북	106	13.3%
천	30	3.8%
성	28	3.5%
주	26	3.3%
포	22	2.8%
항	16	2.0%
산	14	1.8%
동	14	1.8%
영	14	1.8%
Other values (91)	406	51.0%

Space Separator

Value	Count	Frequency (%)
	300	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	796	72.6%
Common	300	27.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
경	120	15.1%
북	106	13.3%
천	30	3.8%
성	28	3.5%
주	26	3.3%
포	22	2.8%
항	16	2.0%
산	14	1.8%
동	14	1.8%
영	14	1.8%
Other values (91)	406	51.0%

Common

Value	Count	Frequency (%)
	300	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	796	72.6%
ASCII	300	27.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	300	100.0%

Hangul

Value	Count	Frequency (%)
경	120	15.1%
북	106	13.3%
천	30	3.8%
성	28	3.5%
주	26	3.3%
포	22	2.8%
항	16	2.0%
산	14	1.8%
동	14	1.8%
영	14	1.8%
Other values (91)	406	51.0%

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	0.550	0.727	0.901	0.622	0.529	0.644	0.542	0.734	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.975	0.964	0.969	0.918	0.989	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	0.975	0.964	0.969	0.918	0.989	1.000
연장((km))	0.550	1.000	0.000	1.000	1.000	0.638	0.600	0.514	0.328	0.419	0.322	0.254	1.000
좌표위치위도((°))	0.727	1.000	0.000	1.000	0.638	1.000	0.725	0.519	0.378	0.640	0.442	0.539	1.000
좌표위치경도((°))	0.901	1.000	0.000	1.000	0.600	0.725	1.000	0.533	0.531	0.635	0.589	0.748	1.000
co((g/km))	0.622	0.975	0.000	0.975	0.514	0.519	0.533	1.000	0.917	0.839	0.815	0.915	0.975
nox((g/km))	0.529	0.964	0.000	0.964	0.328	0.378	0.531	0.917	1.000	0.890	0.935	0.828	0.964
hc((g/km))	0.644	0.969	0.000	0.969	0.419	0.640	0.635	0.839	0.890	1.000	0.943	0.923	0.969
pm((g/km))	0.542	0.918	0.000	0.918	0.322	0.442	0.589	0.815	0.935	0.943	1.000	0.928	0.918
co2((g/km))	0.734	0.989	0.000	0.989	0.254	0.539	0.748	0.915	0.828	0.923	0.928	1.000	0.989
주소	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.975	0.964	0.969	0.918	0.989	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	-0.008	-0.064	0.247	-0.319	-0.335	-0.338	-0.342	-0.313	0.000
연장((km))	-0.008	1.000	0.098	-0.094	-0.168	-0.110	-0.131	-0.105	-0.174	0.000
좌표위치위도((°))	-0.064	0.098	1.000	-0.203	-0.160	-0.129	-0.134	-0.118	-0.170	0.000
좌표위치경도((°))	0.247	-0.094	-0.203	1.000	0.216	0.188	0.182	0.145	0.228	0.000
co((g/km))	-0.319	-0.168	-0.160	0.216	1.000	0.968	0.981	0.963	0.998	0.000
nox((g/km))	-0.335	-0.110	-0.129	0.188	0.968	1.000	0.994	0.991	0.970	0.000
hc((g/km))	-0.338	-0.131	-0.134	0.182	0.981	0.994	1.000	0.989	0.979	0.000
pm((g/km))	-0.342	-0.105	-0.118	0.145	0.963	0.991	0.989	1.000	0.965	0.000
co2((g/km))	-0.313	-0.174	-0.170	0.228	0.998	0.970	0.979	0.965	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	20210601	36.07278	128.08611	2637.25	2600.39	343.11	213.72	674787.73	경북 김천 구성 하강
1	2	건기연	[0314-0]	2	구성-김천	11.4	20210601	36.07278	128.08611	2566.53	2317.22	330.58	166.89	636515.67	경북 김천 구성 하강
2	3	건기연	[0317-0]	1	공성-상주	11.9	20210601	36.35299	128.13935	3177.72	3631.79	506.56	281.51	761382.63	경북 상주 청리 원장
3	4	건기연	[0317-0]	2	공성-상주	11.9	20210601	36.35299	128.13935	2986.32	3717.34	463.92	263.39	763287.2	경북 상주 청리 원장
4	5	건기연	[0318-0]	1	상주-함창	14.4	20210601	36.50552	128.16946	7362.36	9557.87	1252.91	706.03	1762628.81	경북 상주 외서 연봉
5	6	건기연	[0318-0]	2	상주-함창	14.4	20210601	36.50552	128.16946	7178.73	9504.31	1234.3	715.57	1720401.43	경북 상주 외서 연봉
6	7	건기연	[0323-2]	1	문경-연풍	8.7	20210601	36.73871	128.08594	1711.0	2328.55	297.37	150.92	416742.42	경북 문경 문경 진안
7	8	건기연	[0323-2]	2	문경-연풍	8.7	20210601	36.73871	128.08594	3132.86	5116.17	611.44	356.8	776496.67	경북 문경 문경 진안
8	9	건기연	[0410-2]	1	추풍령-김천	1.8	20210601	36.14659	128.02544	1754.99	1619.8	213.73	134.53	448678.36	경북 김천 봉산 태화
9	10	건기연	[0410-2]	2	추풍령-김천	1.8	20210601	36.14659	128.02544	1686.38	1638.24	213.79	118.42	435012.63	경북 김천 봉산 태화

	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	[3116-1]	1	녹동-영양	26.7	20210601	36.86368	129.01248	206.4	203.31	26.12	18.32	54415.7	경북 봉화 소천 서천
91	92	건기연	[3116-1]	2	녹동-영양	26.7	20210601	36.86368	129.01248	228.29	205.5	29.69	20.49	57177.48	경북 봉화 소천 서천
92	93	건기연	[3307-1]	1	고령-수륜	12.9	20210601	35.80817	128.23039	980.68	1244.06	152.2	96.26	247135.32	경북 성주 수륜 계정
93	94	건기연	[3307-1]	2	고령-수륜	12.9	20210601	35.80817	128.23039	960.47	1307.29	153.77	92.92	241616.29	경북 성주 수륜 계정
94	95	건기연	[3310-0]	1	성주-왜관	6.7	20210601	35.97485	128.37682	5942.57	6432.3	823.02	519.47	1529253.93	경북 칠곡 기산 영
95	96	건기연	[3310-0]	2	성주-왜관	6.7	20210601	35.97485	128.37682	5884.77	6090.56	793.31	486.02	1511018.74	경북 칠곡 기산 영
96	97	건기연	[3311-0]	1	약목-구평	19.4	20210601	36.04876	128.41077	2925.62	2554.23	381.19	127.32	677479.73	경북 칠곡 석적 포남
97	98	건기연	[3311-0]	2	약목-구평	19.4	20210601	36.04876	128.41077	2219.28	2144.36	293.59	125.9	559304.16	경북 칠곡 석적 포남
98	99	건기연	[3313-0]	1	구미-선산	3.4	20210601	36.23436	128.30457	5911.02	5933.49	785.21	389.65	1447431.19	경북 구미 선산 동부
99	100	건기연	[3313-0]	2	구미-선산	3.4	20210601	36.23436	128.30457	6032.02	6162.66	810.34	377.83	1480411.2	경북 구미 선산 동부

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