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=0092ec70-4b6d-11ec-a070-ab81432fd4e1

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
`pm((g/km))` has 6 (6.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:15:12.995058
Analysis finished	2023-12-10 12:15:20.563660
Duration	7.57 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	[0216-2]
2nd row	[0216-2]
3rd row	[0218-1]
4th row	[0218-1]
5th row	[0220-2]

Value	Count	Frequency (%)
0216-2	2	2.0%
3305-0	2	2.0%
7901-0	2	2.0%
2419-1	2	2.0%
2421-0	2	2.0%
2422-0	2	2.0%
2423-1	2	2.0%
2502-0	2	2.0%
3101-6	2	2.0%
3301-4	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	150	18.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	90	11.2%
2	78	9.8%
3	54	6.8%
4	40	5.0%
7	26	3.2%
5	24	3.0%
Other values (3)	38	4.8%

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	150	30.0%
1	90	18.0%
2	78	15.6%
3	54	10.8%
4	40	8.0%
7	26	5.2%
5	24	4.8%
9	18	3.6%
6	10	2.0%
8	10	2.0%

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	150	18.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	90	11.2%
2	78	9.8%
3	54	6.8%
4	40	5.0%
7	26	3.2%
5	24	3.0%
Other values (3)	38	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	150	18.8%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	90	11.2%
2	78	9.8%
3	54	6.8%
4	40	5.0%
7	26	3.2%
5	24	3.0%
Other values (3)	38	4.8%

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	7
Median length	5
Mean length	5.08
Min length	5

Characters and Unicode

Total characters	508
Distinct characters	84
Distinct categories	3 ?
Distinct scripts	3 ?
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	북천-완사
2nd row	북천-완사
3rd row	진주-사봉
4th row	진주-사봉
5th row	일반성-진북

Value	Count	Frequency (%)
북천-완사	2	2.0%
합천-쌍림	2	2.0%
정곡-의령	2	2.0%
초계-적교	2	2.0%
창녕-청도	2	2.0%
가산-남기	2	2.0%
부북-금곡	2	2.0%
창원-대산	2	2.0%
서생-온산	2	2.0%
상리-고성	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
-	100	19.7%
산	36	7.1%
남	16	3.1%
양	14	2.8%
천	14	2.8%
창	12	2.4%
진	12	2.4%
성	12	2.4%
부	10	2.0%
정	8	1.6%
Other values (74)	274	53.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	404	79.5%
Dash Punctuation	100	19.7%
Uppercase Letter	4	0.8%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
산	36	8.9%
남	16	4.0%
양	14	3.5%
천	14	3.5%
창	12	3.0%
진	12	3.0%
성	12	3.0%
부	10	2.5%
정	8	2.0%
안	8	2.0%
Other values (71)	262	64.9%

Uppercase Letter

Value	Count	Frequency (%)
C	2	50.0%
I	2	50.0%

Dash Punctuation

Value	Count	Frequency (%)
-	100	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	404	79.5%
Common	100	19.7%
Latin	4	0.8%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
산	36	8.9%
남	16	4.0%
양	14	3.5%
천	14	3.5%
창	12	3.0%
진	12	3.0%
성	12	3.0%
부	10	2.5%
정	8	2.0%
안	8	2.0%
Other values (71)	262	64.9%

Latin

Value	Count	Frequency (%)
C	2	50.0%
I	2	50.0%

Common

Value	Count	Frequency (%)
-	100	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	404	79.5%
ASCII	104	20.5%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
-	100	96.2%
C	2	1.9%
I	2	1.9%

Hangul

Value	Count	Frequency (%)
산	36	8.9%
남	16	4.0%
양	14	3.5%
천	14	3.5%
창	12	3.0%
진	12	3.0%
성	12	3.0%
부	10	2.5%
정	8	2.0%
안	8	2.0%
Other values (71)	262	64.9%

연장((km))
Real number (ℝ)

Distinct	45
Distinct (%)	45.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.598

Minimum	2.7
Maximum	20.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	2.7
5-th percentile	3.3
Q1	5.2
median	7.75
Q3	11
95-th percentile	17.6
Maximum	20.1
Range	17.4
Interquartile range (IQR)	5.8

Descriptive statistics

Standard deviation	4.2070883
Coefficient of variation (CV)	0.48931011
Kurtosis	0.43648909
Mean	8.598
Median Absolute Deviation (MAD)	2.8
Skewness	0.87516361
Sum	859.8
Variance	17.699592
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
11.2	4	4.0%
10.2	4	4.0%
6.8	4	4.0%
5.2	4	4.0%
10.5	4	4.0%
4.2	2	2.0%
9.9	2	2.0%
7.6	2	2.0%
6.1	2	2.0%
3.3	2	2.0%
Other values (35)	70	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.7	2	2.0%
3.0	2	2.0%
3.3	2	2.0%
3.5	2	2.0%
3.8	2	2.0%
3.9	2	2.0%
4.1	2	2.0%
4.2	2	2.0%
4.7	2	2.0%
4.8	2	2.0%

Value	Count	Frequency (%)
20.1	2	2.0%
19.3	2	2.0%
17.6	2	2.0%
17.2	2	2.0%
13.5	2	2.0%
13.3	2	2.0%
13.2	2	2.0%
12.2	2	2.0%
11.9	2	2.0%
11.2	4	4.0%

측정일
Categorical

CONSTANT

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

20210501	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	20210501
2nd row	20210501
3rd row	20210501
4th row	20210501
5th row	20210501

Common Values

Value	Count	Frequency (%)
20210501	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210501	100	100.0%

측정시간
Categorical

CONSTANT

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

1	100

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	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	100	100.0%

좌표위치위도((°))
Real number (ℝ)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.283464

Minimum	34.86496
Maximum	35.72809
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	34.86496
5-th percentile	34.89878
Q1	35.10632
median	35.301425
Q3	35.51362
95-th percentile	35.62274
Maximum	35.72809
Range	0.86313
Interquartile range (IQR)	0.4073

Descriptive statistics

Standard deviation	0.24456267
Coefficient of variation (CV)	0.0069313679
Kurtosis	-1.0775585
Mean	35.283464
Median Absolute Deviation (MAD)	0.208965
Skewness	-0.15959767
Sum	3528.3464
Variance	0.059810901
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.12031	2	2.0%
35.52321	2	2.0%
35.57918	2	2.0%
35.51777	2	2.0%
35.50716	2	2.0%
35.32823	2	2.0%
35.39903	2	2.0%
34.97974	2	2.0%
35.28102	2	2.0%
35.51362	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.86496	2	2.0%
34.87506	2	2.0%
34.89878	2	2.0%
34.90043	2	2.0%
34.90831	2	2.0%
34.92571	2	2.0%
34.93132	2	2.0%
34.95217	2	2.0%
34.97974	2	2.0%
34.98771	2	2.0%

Value	Count	Frequency (%)
35.72809	2	2.0%
35.65095	2	2.0%
35.62274	2	2.0%
35.61557	2	2.0%
35.61463	2	2.0%
35.58349	2	2.0%
35.57918	2	2.0%
35.57341	2	2.0%
35.55894	2	2.0%
35.53342	2	2.0%

좌표위치경도((°))
Real number (ℝ)

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.38208

Minimum	127.78878
Maximum	129.33586
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	127.78878
5-th percentile	127.80269
Q1	127.99393
median	128.30922
Q3	128.71274
95-th percentile	129.24056
Maximum	129.33586
Range	1.54708
Interquartile range (IQR)	0.71881

Descriptive statistics

Standard deviation	0.45496977
Coefficient of variation (CV)	0.0035438729
Kurtosis	-0.72837029
Mean	128.38208
Median Absolute Deviation (MAD)	0.324595
Skewness	0.62484388
Sum	12838.208
Variance	0.20699749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.97011	2	2.0%
129.09913	2	2.0%
128.51771	2	2.0%
128.72421	2	2.0%
128.83128	2	2.0%
128.71274	2	2.0%
129.33586	2	2.0%
128.2752	2	2.0%
128.08474	2	2.0%
128.17297	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127.78878	2	2.0%
127.78997	2	2.0%
127.80269	2	2.0%
127.83555	2	2.0%
127.86341	2	2.0%
127.86709	2	2.0%
127.89437	2	2.0%
127.90225	2	2.0%
127.93378	2	2.0%
127.95798	2	2.0%

Value	Count	Frequency (%)
129.33586	2	2.0%
129.28105	2	2.0%
129.24056	2	2.0%
129.2158	2	2.0%
129.17553	2	2.0%
129.12842	2	2.0%
129.09913	2	2.0%
129.02747	2	2.0%
128.87085	2	2.0%
128.83128	2	2.0%

co((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	97
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.7712

Minimum	0
Maximum	218.79
Zeros	1
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1.2955
Q1	9.8225
median	19.41
Q3	44.74
95-th percentile	138.76
Maximum	218.79
Range	218.79
Interquartile range (IQR)	34.9175

Descriptive statistics

Standard deviation	47.057997
Coefficient of variation (CV)	1.2137359
Kurtosis	2.7456224
Mean	38.7712
Median Absolute Deviation (MAD)	12.205
Skewness	1.8182242
Sum	3877.12
Variance	2214.4551
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.11	2	2.0%
1.3	2	2.0%
11.95	2	2.0%
11.79	1	1.0%
68.07	1	1.0%
17.04	1	1.0%
18.98	1	1.0%
23.21	1	1.0%
20.4	1	1.0%
13.06	1	1.0%
Other values (87)	87	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.0%
0.52	1	1.0%
0.65	1	1.0%
1.05	1	1.0%
1.21	1	1.0%
1.3	2	2.0%
2.78	1	1.0%
3.28	1	1.0%
3.83	1	1.0%
3.98	1	1.0%

Value	Count	Frequency (%)
218.79	1	1.0%
181.26	1	1.0%
177.87	1	1.0%
159.06	1	1.0%
150.16	1	1.0%
138.16	1	1.0%
125.81	1	1.0%
125.3	1	1.0%
124.29	1	1.0%
114.44	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	96
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.8673

Minimum	0
Maximum	190.05
Zeros	1
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.64
Q1	6.2975
median	13.005
Q3	40.19
95-th percentile	107.101
Maximum	190.05
Range	190.05
Interquartile range (IQR)	33.8925

Descriptive statistics

Standard deviation	38.144497
Coefficient of variation (CV)	1.2771324
Kurtosis	4.9565598
Mean	29.8673
Median Absolute Deviation (MAD)	10.2
Skewness	2.1086911
Sum	2986.73
Variance	1455.0026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.41	2	2.0%
10.47	2	2.0%
12.68	2	2.0%
0.64	2	2.0%
6.85	1	1.0%
23.59	1	1.0%
31.38	1	1.0%
12.63	1	1.0%
7.85	1	1.0%
21.02	1	1.0%
Other values (86)	86	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.0%
0.28	1	1.0%
0.32	1	1.0%
0.55	1	1.0%
0.64	2	2.0%
0.96	1	1.0%
1.79	1	1.0%
1.96	1	1.0%
2.34	1	1.0%
2.38	1	1.0%

Value	Count	Frequency (%)
190.05	1	1.0%
187.8	1	1.0%
118.99	1	1.0%
115.12	1	1.0%
109.4	1	1.0%
106.98	1	1.0%
99.71	1	1.0%
88.52	1	1.0%
85.42	1	1.0%
84.04	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	92
Distinct (%)	92.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2163

Minimum	0
Maximum	26.96
Zeros	1
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.12
Q1	0.9425
median	1.95
Q3	4.875
95-th percentile	15.6465
Maximum	26.96
Range	26.96
Interquartile range (IQR)	3.9325

Descriptive statistics

Standard deviation	5.2588088
Coefficient of variation (CV)	1.2472568
Kurtosis	3.9930687
Mean	4.2163
Median Absolute Deviation (MAD)	1.47
Skewness	1.9766671
Sum	421.63
Variance	27.65507
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.28	3	3.0%
1.98	2	2.0%
1.38	2	2.0%
0.12	2	2.0%
2.8	2	2.0%
0.44	2	2.0%
1.01	2	2.0%
8.87	1	1.0%
1.78	1	1.0%
2.83	1	1.0%
Other values (82)	82	82.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.0%
0.04	1	1.0%
0.06	1	1.0%
0.09	1	1.0%
0.12	2	2.0%
0.13	1	1.0%
0.26	1	1.0%
0.32	1	1.0%
0.35	1	1.0%
0.39	1	1.0%

Value	Count	Frequency (%)
26.96	1	1.0%
22.13	1	1.0%
17.07	1	1.0%
16.07	1	1.0%
15.77	1	1.0%
15.64	1	1.0%
14.62	1	1.0%
13.64	1	1.0%
12.3	1	1.0%
12.25	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	61
Distinct (%)	61.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.6154

Minimum	0
Maximum	11.97
Zeros	6
Zeros (%)	6.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.28
median	0.745
Q3	2.0275
95-th percentile	5.294
Maximum	11.97
Range	11.97
Interquartile range (IQR)	1.7475

Descriptive statistics

Standard deviation	2.1627986
Coefficient of variation (CV)	1.3388626
Kurtosis	7.5607952
Mean	1.6154
Median Absolute Deviation (MAD)	0.605
Skewness	2.4955814
Sum	161.54
Variance	4.6776978
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.27	8	8.0%
0.13	8	8.0%
0.28	7	7.0%
0.0	6	6.0%
0.4	6	6.0%
0.83	2	2.0%
0.54	2	2.0%
0.14	2	2.0%
0.55	2	2.0%
0.94	2	2.0%
Other values (51)	55	55.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	6	6.0%
0.13	8	8.0%
0.14	2	2.0%
0.27	8	8.0%
0.28	7	7.0%
0.4	6	6.0%
0.41	1	1.0%
0.42	2	2.0%
0.54	2	2.0%
0.55	2	2.0%

Value	Count	Frequency (%)
11.97	1	1.0%
10.71	1	1.0%
7.36	1	1.0%
7.19	1	1.0%
5.94	1	1.0%
5.26	1	1.0%
5.03	1	1.0%
4.95	1	1.0%
4.63	1	1.0%
4.53	1	1.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION

Distinct	98
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9625.8657

Minimum	0
Maximum	50164.18
Zeros	1
Zeros (%)	1.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	307.36
Q1	2516.495
median	5133.63
Q3	10451.235
95-th percentile	33084.774
Maximum	50164.18
Range	50164.18
Interquartile range (IQR)	7934.74

Descriptive statistics

Standard deviation	11583.532
Coefficient of variation (CV)	1.2033756
Kurtosis	2.8059262
Mean	9625.8657
Median Absolute Deviation (MAD)	3040.21
Skewness	1.8358953
Sum	962586.57
Variance	1.3417821 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3729.51	2	2.0%
307.36	2	2.0%
2844.98	1	1.0%
16698.85	1	1.0%
5760.38	1	1.0%
4481.06	1	1.0%
4541.12	1	1.0%
7159.89	1	1.0%
5360.04	1	1.0%
3452.14	1	1.0%
Other values (88)	88	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	1	1.0%
138.68	1	1.0%
153.68	1	1.0%
277.37	1	1.0%
307.36	2	2.0%
318.6	1	1.0%
734.66	1	1.0%
794.65	1	1.0%
953.96	1	1.0%
1012.03	1	1.0%

Value	Count	Frequency (%)
50164.18	1	1.0%
48188.08	1	1.0%
47525.84	1	1.0%
38435.45	1	1.0%
37793.62	1	1.0%
32836.94	1	1.0%
32668.13	1	1.0%
31677.6	1	1.0%
29472.51	1	1.0%
26810.94	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	10.86
Min length	8

Characters and Unicode

Total characters	1086
Distinct characters	105
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	경남 사천 곤명 작팔
2nd row	경남 사천 곤명 작팔
3rd row	경남 진주 문산 상문
4th row	경남 진주 문산 상문
5th row	경남 창원 진전 근곡

Value	Count	Frequency (%)
경남	100	25.1%
고성	10	2.5%
합천	10	2.5%
창원	10	2.5%
남해	8	2.0%
산청	8	2.0%
울주	8	2.0%
진주	8	2.0%
밀양	6	1.5%
고현	4	1.0%
Other values (103)	226	56.8%

Most occurring characters

Value	Count	Frequency (%)
	298	27.4%
남	112	10.3%
경	100	9.2%
산	32	2.9%
천	24	2.2%
고	20	1.8%
창	20	1.8%
주	16	1.5%
양	16	1.5%
대	14	1.3%
Other values (95)	434	40.0%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	788	72.6%
Space Separator	298	27.4%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
남	112	14.2%
경	100	12.7%
산	32	4.1%
천	24	3.0%
고	20	2.5%
창	20	2.5%
주	16	2.0%
양	16	2.0%
대	14	1.8%
동	14	1.8%
Other values (94)	420	53.3%

Space Separator

Value	Count	Frequency (%)
	298	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	788	72.6%
Common	298	27.4%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
남	112	14.2%
경	100	12.7%
산	32	4.1%
천	24	3.0%
고	20	2.5%
창	20	2.5%
주	16	2.0%
양	16	2.0%
대	14	1.8%
동	14	1.8%
Other values (94)	420	53.3%

Common

Value	Count	Frequency (%)
	298	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	788	72.6%
ASCII	298	27.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	298	100.0%

Hangul

Value	Count	Frequency (%)
남	112	14.2%
경	100	12.7%
산	32	4.1%
천	24	3.0%
고	20	2.5%
창	20	2.5%
주	16	2.0%
양	16	2.0%
대	14	1.8%
동	14	1.8%
Other values (94)	420	53.3%

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	0.566	0.804	0.621	0.439	0.360	0.419	0.213	0.377	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.730	0.866	0.814	0.760	0.722	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.048	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	0.730	0.866	0.814	0.760	0.722	1.000
연장((km))	0.566	1.000	0.000	1.000	1.000	0.560	0.686	0.189	0.392	0.346	0.318	0.303	1.000
좌표위치위도((°))	0.804	1.000	0.000	1.000	0.560	1.000	0.591	0.376	0.365	0.350	0.383	0.277	1.000
좌표위치경도((°))	0.621	1.000	0.000	1.000	0.686	0.591	1.000	0.501	0.498	0.663	0.455	0.624	1.000
co((g/km))	0.439	0.730	0.048	0.730	0.189	0.376	0.501	1.000	0.894	0.943	0.877	0.943	0.730
nox((g/km))	0.360	0.866	0.000	0.866	0.392	0.365	0.498	0.894	1.000	0.924	0.973	0.859	0.866
hc((g/km))	0.419	0.814	0.000	0.814	0.346	0.350	0.663	0.943	0.924	1.000	0.915	0.958	0.814
pm((g/km))	0.213	0.760	0.000	0.760	0.318	0.383	0.455	0.877	0.973	0.915	1.000	0.803	0.760
co2((g/km))	0.377	0.722	0.000	0.722	0.303	0.277	0.624	0.943	0.859	0.958	0.803	1.000	0.722
주소	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.730	0.866	0.814	0.760	0.722	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	-0.050	0.079	0.116	-0.264	-0.233	-0.247	-0.256	-0.262	0.000
연장((km))	-0.050	1.000	0.207	0.020	-0.085	-0.077	-0.094	-0.061	-0.075	0.000
좌표위치위도((°))	0.079	0.207	1.000	0.315	-0.257	-0.201	-0.201	-0.115	-0.257	0.000
좌표위치경도((°))	0.116	0.020	0.315	1.000	0.437	0.435	0.454	0.433	0.431	0.000
co((g/km))	-0.264	-0.085	-0.257	0.437	1.000	0.978	0.987	0.939	0.997	0.018
nox((g/km))	-0.233	-0.077	-0.201	0.435	0.978	1.000	0.995	0.976	0.977	0.000
hc((g/km))	-0.247	-0.094	-0.201	0.454	0.987	0.995	1.000	0.968	0.981	0.000
pm((g/km))	-0.256	-0.061	-0.115	0.433	0.939	0.976	0.968	1.000	0.937	0.000
co2((g/km))	-0.262	-0.075	-0.257	0.431	0.997	0.977	0.981	0.937	1.000	0.000
방향	0.000	0.000	0.000	0.000	0.018	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	측정시간	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
0	1	건기연	[0216-2]	1	북천-완사	4.2	20210501	1	35.12031	127.97011	11.79	6.85	1.13	0.4	2844.98	경남 사천 곤명 작팔
1	2	건기연	[0216-2]	2	북천-완사	4.2	20210501	1	35.12031	127.97011	14.63	8.86	1.43	0.56	3508.48	경남 사천 곤명 작팔
2	3	건기연	[0218-1]	1	진주-사봉	3.5	20210501	1	35.16901	128.1873	21.05	13.33	1.98	0.94	5558.66	경남 진주 문산 상문
3	4	건기연	[0218-1]	2	진주-사봉	3.5	20210501	1	35.16901	128.1873	32.13	29.17	4.08	1.96	8414.06	경남 진주 문산 상문
4	5	건기연	[0220-2]	1	일반성-진북	4.8	20210501	1	35.10632	128.44218	88.49	85.42	10.54	4.63	23523.12	경남 창원 진전 근곡
5	6	건기연	[0220-2]	2	일반성-진북	4.8	20210501	1	35.10632	128.44218	177.87	187.8	22.13	11.97	48188.08	경남 창원 진전 근곡
6	7	건기연	[0222-1]	1	마산-부산	9.4	20210501	1	35.1839	128.6395	107.28	80.81	11.72	3.59	24992.04	경남 창원 양곡
7	8	건기연	[0222-1]	2	마산-부산	9.4	20210501	1	35.1839	128.6395	84.44	66.24	9.48	2.85	19563.51	경남 창원 양곡
8	9	건기연	[0302-4]	1	상죽-사천	10.2	20210501	1	34.87506	128.00958	32.0	17.25	2.97	0.54	7640.99	경남 남해 창선 동대
9	10	건기연	[0302-4]	2	상죽-사천	10.2	20210501	1	34.87506	128.00958	28.44	21.76	2.8	1.34	7410.14	경남 남해 창선 동대

	기본키	도로종류	지점	방향	측정구간	연장((km))	측정일	측정시간	좌표위치위도((°))	좌표위치경도((°))	co((g/km))	nox((g/km))	hc((g/km))	pm((g/km))	co2((g/km))	주소
90	91	건기연	[7702-0]	1	통영-고성	6.4	20210501	1	34.89878	128.35538	13.45	11.6	1.87	0.58	2985.63	경남 통영 도산 오륜
91	92	건기연	[7702-0]	2	통영-고성	6.4	20210501	1	34.89878	128.35538	5.23	2.92	0.49	0.13	1255.69	경남 통영 도산 오륜
92	93	건기연	[7702-2]	1	삼산-하이	11.1	20210501	1	34.92571	128.13059	13.7	7.46	1.28	0.27	3279.79	경남 고성 하이 덕호
93	94	건기연	[7702-2]	2	삼산-하이	11.1	20210501	1	34.92571	128.13059	14.11	8.41	1.28	0.4	3729.51	경남 고성 하이 덕호
94	95	건기연	[7703-0]	1	유포-설천	11.2	20210501	1	34.90043	127.86341	1.3	0.64	0.12	0.0	307.36	경남 남해 고현 포상
95	96	건기연	[7703-0]	2	유포-설천	11.2	20210501	1	34.90043	127.86341	1.3	0.64	0.12	0.0	307.36	경남 남해 고현 포상
96	97	건기연	[7901-0]	1	정곡-의령	2.7	20210501	1	35.29567	128.298	24.48	14.48	2.37	0.83	5871.81	경남 함안 군북 월촌
97	98	건기연	[7901-0]	2	정곡-의령	2.7	20210501	1	35.29567	128.298	27.62	16.62	2.52	0.91	7383.21	경남 함안 군북 월촌
98	99	건기연	[7904-0]	1	마산-진영	5.2	20210501	1	35.28732	128.61172	181.26	115.12	17.07	5.26	47525.84	경남 창원 북 외감
99	100	건기연	[7904-0]	2	마산-진영	5.2	20210501	1	35.28732	128.61172	125.81	82.02	12.03	3.42	32836.94	경남 창원 북 외감

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

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Hangul

Latin

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