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	5
Text	2

Dataset

Description	샘플 데이터
Author	노바코스
URL	https://www.bigdata-environment.kr/user/data_market/detail.do?id=47bcd420-4b5a-11ec-a1d0-25701f338068

Alerts

`도로종류` has constant value ""	Constant
`측정일` has constant value ""	Constant
`측정시분` has constant value ""	Constant
`기본키` is highly overall correlated with `측정구간`	High correlation
`연장` is highly overall correlated with `측정구간`	High correlation
`좌표위치위도` is highly overall correlated with `co` and 5 other fields	High correlation
`좌표위치경도` is highly overall correlated with `측정구간`	High correlation
`co` is highly overall correlated with `좌표위치위도` and 4 other fields	High correlation
`nox` is highly overall correlated with `좌표위치위도` and 4 other fields	High correlation
`hc` is highly overall correlated with `좌표위치위도` and 4 other fields	High correlation
`pm` is highly overall correlated with `좌표위치위도` and 4 other fields	High correlation
`co2` is highly overall correlated with `좌표위치위도` and 4 other fields	High correlation
`측정구간` is highly overall correlated with `기본키` and 3 other fields	High correlation
`기본키` has unique values	Unique
`pm` has 4 (4.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:09:25.541679
Analysis finished	2023-12-10 12:09:37.104491
Duration	11.56 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

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	[0122-2]
2nd row	[0122-2]
3rd row	[0124-0]
4th row	[0124-0]
5th row	[0127-2]

Value	Count	Frequency (%)
0122-2	2	2.0%
3602-0	2	2.0%
4503-0	2	2.0%
2924-2	2	2.0%
3201-0	2	2.0%
3203-2	2	2.0%
3204-4	2	2.0%
3204-5	2	2.0%
3206-3	2	2.0%
3401-2	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	126	15.8%
[	100	12.5%
2	100	12.5%
-	100	12.5%
]	100	12.5%
1	68	8.5%
3	64	8.0%
4	54	6.8%
9	24	3.0%
7	22	2.8%
Other values (3)	42	5.2%

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	126	25.2%
2	100	20.0%
1	68	13.6%
3	64	12.8%
4	54	10.8%
9	24	4.8%
7	22	4.4%
6	20	4.0%
5	18	3.6%
8	4	0.8%

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	126	15.8%
[	100	12.5%
2	100	12.5%
-	100	12.5%
]	100	12.5%
1	68	8.5%
3	64	8.0%
4	54	6.8%
9	24	3.0%
7	22	2.8%
Other values (3)	42	5.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	126	15.8%
[	100	12.5%
2	100	12.5%
-	100	12.5%
]	100	12.5%
1	68	8.5%
3	64	8.0%
4	54	6.8%
9	24	3.0%
7	22	2.8%
Other values (3)	42	5.2%

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
Categorical

HIGH CORRELATION

Distinct	49
Distinct (%)	49.0%
Missing	0
Missing (%)	0.0%
Memory size	932.0 B

공주-유성	4
홍성-고북	2
장항-화양	2
금남-조치원	2
전동-쌍전	2
Other values (44)	88

Length

Max length	7
Median length	5
Mean length	5.1
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	연무-논산
2nd row	연무-논산
3rd row	논산-반포
4th row	논산-반포
5th row	금남-조치원

Common Values

Value	Count	Frequency (%)
공주-유성	4	4.0%
홍성-고북	2	2.0%
장항-화양	2	2.0%
금남-조치원	2	2.0%
전동-쌍전	2	2.0%
둔포-평택	2	2.0%
장항-마서	2	2.0%
판교-옥산	2	2.0%
부여-논산	2	2.0%
연산-대전	2	2.0%
Other values (39)	78	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
공주-유성	4	4.0%
연무-논산	2	2.0%
공주-어진동	2	2.0%
만리포-태안	2	2.0%
태안-서산	2	2.0%
당진-송악	2	2.0%
송악-합덕	2	2.0%
유구-사곡	2	2.0%
신평-인주	2	2.0%
공세-성환	2	2.0%
Other values (39)	78	78.0%

연장
Real number (ℝ)

HIGH CORRELATION

Distinct	42
Distinct (%)	42.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.85

Minimum	1.8
Maximum	17.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.8
5-th percentile	2.2
Q1	5.6
median	7
Q3	9.7
95-th percentile	14.3
Maximum	17.6
Range	15.8
Interquartile range (IQR)	4.1

Descriptive statistics

Standard deviation	3.4974305
Coefficient of variation (CV)	0.44553255
Kurtosis	0.082202271
Mean	7.85
Median Absolute Deviation (MAD)	2.3
Skewness	0.55760141
Sum	785
Variance	12.23202
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
6.4	4	4.0%
12.9	4	4.0%
9.7	4	4.0%
8.4	4	4.0%
6.6	4	4.0%
8.3	4	4.0%
9.3	4	4.0%
6.2	4	4.0%
1.8	2	2.0%
4.4	2	2.0%
Other values (32)	64	64.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.8	2	2.0%
2.0	2	2.0%
2.2	2	2.0%
2.7	2	2.0%
3.6	2	2.0%
4.0	2	2.0%
4.2	2	2.0%
4.3	2	2.0%
4.4	2	2.0%
5.2	2	2.0%

Value	Count	Frequency (%)
17.6	2	2.0%
14.6	2	2.0%
14.3	2	2.0%
14.2	2	2.0%
12.9	4	4.0%
12.2	2	2.0%
11.6	2	2.0%
11.5	2	2.0%
10.6	2	2.0%
10.2	2	2.0%

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%

측정시분
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)

HIGH CORRELATION

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.504863

Minimum	36.02784
Maximum	36.95295
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	36.02784
5-th percentile	36.07008
Q1	36.26956
median	36.500575
Q3	36.74848
95-th percentile	36.90325
Maximum	36.95295
Range	0.92511
Interquartile range (IQR)	0.47892

Descriptive statistics

Standard deviation	0.27125911
Coefficient of variation (CV)	0.0074307664
Kurtosis	-1.2112668
Mean	36.504863
Median Absolute Deviation (MAD)	0.23946
Skewness	-0.051871256
Sum	3650.4863
Variance	0.073581506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.14511	2	2.0%
36.48872	2	2.0%
36.75792	2	2.0%
36.78489	2	2.0%
36.90325	2	2.0%
36.87015	2	2.0%
36.51243	2	2.0%
36.87646	2	2.0%
36.9261	2	2.0%
36.89461	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36.02784	2	2.0%
36.05892	2	2.0%
36.07008	2	2.0%
36.08997	2	2.0%
36.1228	2	2.0%
36.14511	2	2.0%
36.16232	2	2.0%
36.18861	2	2.0%
36.1897	2	2.0%
36.21913	2	2.0%

Value	Count	Frequency (%)
36.95295	2	2.0%
36.9261	2	2.0%
36.90325	2	2.0%
36.89461	2	2.0%
36.87646	2	2.0%
36.87015	2	2.0%
36.85256	2	2.0%
36.83831	2	2.0%
36.83292	2	2.0%
36.78489	2	2.0%

좌표위치경도
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	126.92549

Minimum	126.18913
Maximum	127.49717
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	126.18913
5-th percentile	126.37641
Q1	126.71196
median	126.89799
Q3	127.15746
95-th percentile	127.47469
Maximum	127.49717
Range	1.30804
Interquartile range (IQR)	0.4455

Descriptive statistics

Standard deviation	0.30957532
Coefficient of variation (CV)	0.0024390319
Kurtosis	-0.41401517
Mean	126.92549
Median Absolute Deviation (MAD)	0.23154
Skewness	-0.13989551
Sum	12692.549
Variance	0.095836877
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.10501	2	2.0%
127.20167	2	2.0%
126.18913	2	2.0%
126.37641	2	2.0%
126.64887	2	2.0%
126.75145	2	2.0%
126.96572	2	2.0%
126.86923	2	2.0%
127.11	2	2.0%
127.15746	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.18913	2	2.0%
126.28686	2	2.0%
126.37641	2	2.0%
126.44223	2	2.0%
126.5301	2	2.0%
126.61045	2	2.0%
126.61312	2	2.0%
126.64274	2	2.0%
126.64887	2	2.0%
126.66451	2	2.0%

Value	Count	Frequency (%)
127.49717	2	2.0%
127.49544	2	2.0%
127.47469	2	2.0%
127.42036	2	2.0%
127.28963	2	2.0%
127.28536	2	2.0%
127.27513	2	2.0%
127.25821	2	2.0%
127.24084	2	2.0%
127.22854	2	2.0%

co
Real number (ℝ)

HIGH CORRELATION

Distinct	96
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.065

Minimum	1.05
Maximum	114.68
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	1.05
5-th percentile	2.0275
Q1	14.4275
median	35.01
Q3	61.725
95-th percentile	99.8075
Maximum	114.68
Range	113.63
Interquartile range (IQR)	47.2975

Descriptive statistics

Standard deviation	30.515456
Coefficient of variation (CV)	0.76164872
Kurtosis	-0.44020034
Mean	40.065
Median Absolute Deviation (MAD)	23.405
Skewness	0.66978823
Sum	4006.5
Variance	931.19306
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.05	3	3.0%
15.0	2	2.0%
3.83	2	2.0%
12.18	1	1.0%
23.33	1	1.0%
19.35	1	1.0%
21.66	1	1.0%
60.05	1	1.0%
58.69	1	1.0%
47.67	1	1.0%
Other values (86)	86	86.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.05	3	3.0%
1.3	1	1.0%
1.98	1	1.0%
2.03	1	1.0%
2.78	1	1.0%
2.83	1	1.0%
3.83	2	2.0%
4.63	1	1.0%
5.4	1	1.0%
5.45	1	1.0%

Value	Count	Frequency (%)
114.68	1	1.0%
111.28	1	1.0%
110.6	1	1.0%
104.52	1	1.0%
103.75	1	1.0%
99.6	1	1.0%
95.55	1	1.0%
93.94	1	1.0%
89.38	1	1.0%
85.33	1	1.0%

nox
Real number (ℝ)

HIGH CORRELATION

Distinct	95
Distinct (%)	95.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.9748

Minimum	0.55
Maximum	186.22
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.55
5-th percentile	1.4055
Q1	10.1975
median	25.07
Q3	49.3675
95-th percentile	86.9435
Maximum	186.22
Range	185.67
Interquartile range (IQR)	39.17

Descriptive statistics

Standard deviation	31.106009
Coefficient of variation (CV)	0.94332669
Kurtosis	5.2043212
Mean	32.9748
Median Absolute Deviation (MAD)	18.485
Skewness	1.7898159
Sum	3297.48
Variance	967.58379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.55	3	3.0%
2.34	2	2.0%
55.52	2	2.0%
10.42	2	2.0%
7.7	1	1.0%
13.79	1	1.0%
11.18	1	1.0%
12.78	1	1.0%
99.55	1	1.0%
42.12	1	1.0%
Other values (85)	85	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.55	3	3.0%
0.64	1	1.0%
1.32	1	1.0%
1.41	1	1.0%
1.79	1	1.0%
1.88	1	1.0%
2.34	2	2.0%
2.7	1	1.0%
3.17	1	1.0%
3.26	1	1.0%

Value	Count	Frequency (%)
186.22	1	1.0%
115.4	1	1.0%
104.7	1	1.0%
104.11	1	1.0%
99.55	1	1.0%
86.28	1	1.0%
85.48	1	1.0%
78.19	1	1.0%
72.78	1	1.0%
70.7	1	1.0%

hc
Real number (ℝ)

HIGH CORRELATION

Distinct	93
Distinct (%)	93.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6805

Minimum	0.09
Maximum	19.54
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.09
5-th percentile	0.2095
Q1	1.66
median	3.6
Q3	7.1175
95-th percentile	12.148
Maximum	19.54
Range	19.45
Interquartile range (IQR)	5.4575

Descriptive statistics

Standard deviation	3.9517771
Coefficient of variation (CV)	0.84430661
Kurtosis	0.98693425
Mean	4.6805
Median Absolute Deviation (MAD)	2.69
Skewness	1.0438266
Sum	468.05
Variance	15.616542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.09	3	3.0%
0.35	2	2.0%
1.66	2	2.0%
6.69	2	2.0%
3.56	2	2.0%
8.77	2	2.0%
0.72	1	1.0%
8.33	1	1.0%
10.5	1	1.0%
7.64	1	1.0%
Other values (83)	83	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.09	3	3.0%
0.12	1	1.0%
0.2	1	1.0%
0.21	1	1.0%
0.26	1	1.0%
0.27	1	1.0%
0.35	2	2.0%
0.44	1	1.0%
0.48	1	1.0%
0.49	1	1.0%

Value	Count	Frequency (%)
19.54	1	1.0%
13.55	1	1.0%
13.52	1	1.0%
12.95	1	1.0%
12.68	1	1.0%
12.12	1	1.0%
12.11	1	1.0%
10.73	1	1.0%
10.57	1	1.0%
10.51	1	1.0%

pm
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	70
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7728

Minimum	0
Maximum	11.79
Zeros	4
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.13
Q1	0.54
median	1.205
Q3	2.515
95-th percentile	4.826
Maximum	11.79
Range	11.79
Interquartile range (IQR)	1.975

Descriptive statistics

Standard deviation	1.8558105
Coefficient of variation (CV)	1.0468245
Kurtosis	8.3327565
Mean	1.7728
Median Absolute Deviation (MAD)	0.945
Skewness	2.3194882
Sum	177.28
Variance	3.4440325
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.13	7	7.0%
0.14	5	5.0%
0.54	5	5.0%
0.4	4	4.0%
0.0	4	4.0%
0.28	3	3.0%
1.08	2	2.0%
1.12	2	2.0%
0.67	2	2.0%
0.8	2	2.0%
Other values (60)	64	64.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	4	4.0%
0.13	7	7.0%
0.14	5	5.0%
0.27	1	1.0%
0.28	3	3.0%
0.4	4	4.0%
0.54	5	5.0%
0.55	1	1.0%
0.56	2	2.0%
0.67	2	2.0%

Value	Count	Frequency (%)
11.79	1	1.0%
7.16	1	1.0%
6.62	1	1.0%
6.46	1	1.0%
5.32	1	1.0%
4.8	1	1.0%
4.69	1	1.0%
4.2	1	1.0%
4.17	2	2.0%
3.81	1	1.0%

co2
Real number (ℝ)

HIGH CORRELATION

Distinct	97
Distinct (%)	97.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9835.1346

Minimum	277.37
Maximum	30487.79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	277.37
5-th percentile	492.6285
Q1	3515.8775
median	8302.915
Q3	14851.755
95-th percentile	24156.657
Maximum	30487.79
Range	30210.42
Interquartile range (IQR)	11335.878

Descriptive statistics

Standard deviation	7476.8025
Coefficient of variation (CV)	0.76021354
Kurtosis	-0.28562993
Mean	9835.1346
Median Absolute Deviation (MAD)	5485.135
Skewness	0.70879778
Sum	983513.46
Variance	55902576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
277.37	3	3.0%
1012.03	2	2.0%
10500.63	1	1.0%
2035.32	1	1.0%
5116.36	1	1.0%
5717.96	1	1.0%
13439.81	1	1.0%
16251.84	1	1.0%
10600.21	1	1.0%
11951.18	1	1.0%
Other values (87)	87	87.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
277.37	3	3.0%
307.36	1	1.0%
487.28	1	1.0%
492.91	1	1.0%
734.66	1	1.0%
740.29	1	1.0%
1012.03	2	2.0%
1107.64	1	1.0%
1428.08	1	1.0%
1433.72	1	1.0%

Value	Count	Frequency (%)
30487.79	1	1.0%
28055.16	1	1.0%
26660.34	1	1.0%
24690.02	1	1.0%
24422.79	1	1.0%
24142.65	1	1.0%
23052.32	1	1.0%
22337.25	1	1.0%
21399.33	1	1.0%
21113.9	1	1.0%

주소
Text

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

Length

Max length	12
Median length	11
Mean length	10.94
Min length	8

Characters and Unicode

Total characters	1094
Distinct characters	107
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	충남 논산 은진 토양
2nd row	충남 논산 은진 토양
3rd row	충남 논산 연산 천호
4th row	충남 논산 연산 천호
5th row	충남 세종 연서 봉암

Value	Count	Frequency (%)
충남	100	25.1%
청양	10	2.5%
금산	10	2.5%
예산	10	2.5%
아산	10	2.5%
공주	8	2.0%
서천	8	2.0%
천안	8	2.0%
세종	8	2.0%
서산	6	1.5%
Other values (97)	220	55.3%

Most occurring characters

Value	Count	Frequency (%)
	298	27.2%
남	104	9.5%
충	100	9.1%
산	62	5.7%
천	24	2.2%
서	22	2.0%
성	16	1.5%
청	16	1.5%
안	14	1.3%
주	12	1.1%
Other values (97)	426	38.9%

Most occurring categories

Value	Count	Frequency (%)
Other Letter	796	72.8%
Space Separator	298	27.2%

Most frequent character per category

Other Letter

Value	Count	Frequency (%)
남	104	13.1%
충	100	12.6%
산	62	7.8%
천	24	3.0%
서	22	2.8%
성	16	2.0%
청	16	2.0%
안	14	1.8%
주	12	1.5%
봉	12	1.5%
Other values (96)	414	52.0%

Space Separator

Value	Count	Frequency (%)
	298	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Hangul	796	72.8%
Common	298	27.2%

Most frequent character per script

Hangul

Value	Count	Frequency (%)
남	104	13.1%
충	100	12.6%
산	62	7.8%
천	24	3.0%
서	22	2.8%
성	16	2.0%
청	16	2.0%
안	14	1.8%
주	12	1.5%
봉	12	1.5%
Other values (96)	414	52.0%

Common

Value	Count	Frequency (%)
	298	100.0%

Most occurring blocks

Value	Count	Frequency (%)
Hangul	796	72.8%
ASCII	298	27.2%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	298	100.0%

Hangul

Value	Count	Frequency (%)
남	104	13.1%
충	100	12.6%
산	62	7.8%
천	24	3.0%
서	22	2.8%
성	16	2.0%
청	16	2.0%
안	14	1.8%
주	12	1.5%
봉	12	1.5%
Other values (96)	414	52.0%

Heatmap
Table

	기본키	지점	방향	측정구간	연장	좌표위치위도	좌표위치경도	co	nox	hc	pm	co2	주소
기본키	1.000	1.000	0.000	1.000	0.785	0.838	0.835	0.483	0.378	0.538	0.396	0.364	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.887	0.821	0.872	0.806	0.709	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	0.999	1.000	0.999	0.857	0.829	0.875	0.820	0.683	1.000
연장	0.785	1.000	0.000	0.999	1.000	0.779	0.824	0.530	0.342	0.340	0.320	0.367	1.000
좌표위치위도	0.838	1.000	0.000	1.000	0.779	1.000	0.833	0.545	0.346	0.390	0.361	0.598	1.000
좌표위치경도	0.835	1.000	0.000	0.999	0.824	0.833	1.000	0.600	0.455	0.531	0.321	0.540	1.000
co	0.483	0.887	0.000	0.857	0.530	0.545	0.600	1.000	0.799	0.838	0.697	0.984	0.887
nox	0.378	0.821	0.000	0.829	0.342	0.346	0.455	0.799	1.000	0.971	0.980	0.820	0.821
hc	0.538	0.872	0.000	0.875	0.340	0.390	0.531	0.838	0.971	1.000	0.927	0.854	0.872
pm	0.396	0.806	0.000	0.820	0.320	0.361	0.321	0.697	0.980	0.927	1.000	0.726	0.806
co2	0.364	0.709	0.000	0.683	0.367	0.598	0.540	0.984	0.820	0.854	0.726	1.000	0.709
주소	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.887	0.821	0.872	0.806	0.709	1.000

Heatmap
Table

	측정구간	방향
측정구간	1.000	0.000
방향	0.000	1.000

Heatmap
Table

	기본키	연장	좌표위치위도	좌표위치경도	co	nox	hc	pm	co2	방향	측정구간
기본키	1.000	0.031	0.302	-0.296	-0.268	-0.266	-0.265	-0.294	-0.253	0.000	0.753
연장	0.031	1.000	0.094	-0.169	0.101	0.051	0.059	0.026	0.104	0.000	0.743
좌표위치위도	0.302	0.094	1.000	-0.236	0.522	0.547	0.539	0.502	0.531	0.000	0.753
좌표위치경도	-0.296	-0.169	-0.236	1.000	0.157	0.193	0.186	0.261	0.152	0.000	0.740
co	-0.268	0.101	0.522	0.157	1.000	0.972	0.984	0.926	0.997	0.000	0.370
nox	-0.266	0.051	0.547	0.193	0.972	1.000	0.996	0.977	0.973	0.000	0.361
hc	-0.265	0.059	0.539	0.186	0.984	0.996	1.000	0.965	0.981	0.000	0.417
pm	-0.294	0.026	0.502	0.261	0.926	0.977	0.965	1.000	0.928	0.000	0.351
co2	-0.253	0.104	0.531	0.152	0.997	0.973	0.981	0.928	1.000	0.000	0.254
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
측정구간	0.753	0.743	0.753	0.740	0.370	0.361	0.417	0.351	0.254	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	측정일	측정시분	좌표위치위도	좌표위치경도	co	nox	hc	pm	co2	주소
0	1	건기연	[0122-2]	1	연무-논산	11.5	20210501	1	36.14511	127.10501	44.11	50.86	6.48	3.81	10500.63	충남 논산 은진 토양
1	2	건기연	[0122-2]	2	연무-논산	11.5	20210501	1	36.14511	127.10501	31.38	31.02	4.38	2.17	7123.08	충남 논산 은진 토양
2	3	건기연	[0124-0]	1	논산-반포	10.2	20210501	1	36.24966	127.22854	61.83	34.58	5.83	1.39	14759.16	충남 논산 연산 천호
3	4	건기연	[0124-0]	2	논산-반포	10.2	20210501	1	36.24966	127.22854	72.85	55.52	7.67	3.76	18705.68	충남 논산 연산 천호
4	5	건기연	[0127-2]	1	금남-조치원	12.2	20210501	1	36.56218	127.28536	114.68	85.48	12.95	4.17	26660.34	충남 세종 연서 봉암
5	6	건기연	[0127-2]	2	금남-조치원	12.2	20210501	1	36.56218	127.28536	110.6	86.28	12.11	4.2	28055.16	충남 세종 연서 봉암
6	7	건기연	[0127-7]	1	공주-유성	5.8	20210501	1	36.40916	127.25821	23.79	28.44	4.31	1.56	5279.28	충남 공주 반포 성강
7	8	건기연	[0127-7]	2	공주-유성	5.8	20210501	1	36.40916	127.25821	10.58	13.53	2.04	0.78	2292.93	충남 공주 반포 성강
8	9	건기연	[3209-1]	1	공주-유성	7.6	20210501	1	36.43986	127.2048	48.51	32.15	4.79	1.43	11485.31	충남 세종 장군 금암
9	10	건기연	[3209-1]	2	공주-유성	7.6	20210501	1	36.43986	127.2048	47.64	30.83	4.65	1.14	11262.26	충남 세종 장군 금암

	기본키	도로종류	지점	방향	측정구간	연장	측정일	측정시분	좌표위치위도	좌표위치경도	co	nox	hc	pm	co2	주소
90	91	건기연	[4001-4]	1	덕산-갈산	12.9	20210501	1	36.64566	126.61045	1.05	0.55	0.09	0.0	277.37	충남 예산 덕산 사천
91	92	건기연	[4001-4]	2	덕산-갈산	12.9	20210501	1	36.64566	126.61045	5.45	3.26	0.49	0.14	1433.72	충남 예산 덕산 사천
92	93	건기연	[4004-0]	1	부여-공주	11.6	20210501	1	36.39173	127.08058	17.06	10.13	1.66	0.67	4126.91	충남 공주 이인 주봉
93	94	건기연	[4004-0]	2	부여-공주	11.6	20210501	1	36.39173	127.08058	17.11	10.22	1.67	0.68	4132.54	충남 공주 이인 주봉
94	95	건기연	[4502-0]	1	용동-예산	6.4	20210501	1	36.68623	126.77067	25.18	19.24	2.88	1.2	6392.15	충남 예산 오가 좌방
95	96	건기연	[4502-0]	2	용동-예산	6.4	20210501	1	36.68623	126.77067	21.41	13.21	1.98	0.8	5656.11	충남 예산 오가 좌방
96	97	건기연	[4503-0]	1	아산-음봉	8.4	20210501	1	36.83831	127.01125	36.14	25.52	3.42	1.21	9449.18	충남 아산 음봉 동천
97	98	건기연	[4503-0]	2	아산-음봉	8.4	20210501	1	36.83831	127.01125	40.55	32.13	4.4	1.73	10359.5	충남 아산 음봉 동천
98	99	건기연	[7720-1]	1	소원-서산	14.3	20210501	1	36.69795	126.28686	33.93	18.48	3.17	0.67	8122.64	충남 태안 남 진산
99	100	건기연	[7720-1]	2	소원-서산	14.3	20210501	1	36.69795	126.28686	28.67	15.2	2.64	0.4	6840.72	충남 태안 남 진산

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)

Common Values

Length

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