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 3 (3.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:09:03.753804
Analysis finished	2023-12-10 12:09:16.512011
Duration	12.76 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%
3204-5	2	2.0%
3902-2	2	2.0%
2915-4	2	2.0%
2918-0	2	2.0%
2921-3	2	2.0%
2922-0	2	2.0%
2923-0	2	2.0%
2924-2	2	2.0%
3201-0	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	118	14.8%
2	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	76	9.5%
3	68	8.5%
4	44	5.5%
9	26	3.2%
6	26	3.2%
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	118	23.6%
2	104	20.8%
1	76	15.2%
3	68	13.6%
4	44	8.8%
9	26	5.2%
6	26	5.2%
7	18	3.6%
5	16	3.2%
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	118	14.8%
2	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	76	9.5%
3	68	8.5%
4	44	5.5%
9	26	3.2%
6	26	3.2%
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	118	14.8%
2	104	13.0%
[	100	12.5%
-	100	12.5%
]	100	12.5%
1	76	9.5%
3	68	8.5%
4	44	5.5%
9	26	3.2%
6	26	3.2%
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
Categorical

HIGH CORRELATION

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

공주-유성	4
정안-공주	2
연산-대전	2
금남-조치원	2
전동-쌍전	2
Other values (44)	88

Length

Max length	8
Median length	5
Mean length	5.16
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%
정안-공주	2	2.0%
연산-대전	2	2.0%
금남-조치원	2	2.0%
전동-쌍전	2	2.0%
전의-천안	2	2.0%
천안-성환	2	2.0%
둔포-평택	2	2.0%
장항-마서	2	2.0%
판교-옥산	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%
유구-예산	2	2.0%
구룡-부여	2	2.0%
청양-홍성	2	2.0%
홍성-고북	2	2.0%
고북-서산	2	2.0%
서산-지곡	2	2.0%
만리포-태안	2	2.0%
태안-서산	2	2.0%
Other values (39)	78	78.0%

연장
Real number (ℝ)

HIGH CORRELATION

Distinct	44
Distinct (%)	44.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.708

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	2.7
Q1	5.6
median	7
Q3	9.5
95-th percentile	14.2
Maximum	17.6
Range	15.8
Interquartile range (IQR)	3.9

Descriptive statistics

Standard deviation	3.2493567
Coefficient of variation (CV)	0.4215564
Kurtosis	0.6652635
Mean	7.708
Median Absolute Deviation (MAD)	1.95
Skewness	0.72056914
Sum	770.8
Variance	10.558319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
6.6	4	4.0%
6.2	4	4.0%
9.3	4	4.0%
8.3	4	4.0%
6.0	4	4.0%
9.7	4	4.0%
14.2	2	2.0%
6.4	2	2.0%
2.2	2	2.0%
7.2	2	2.0%
Other values (34)	68	68.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.8	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%
4.9	2	2.0%
5.2	2	2.0%

Value	Count	Frequency (%)
17.6	2	2.0%
14.6	2	2.0%
14.2	2	2.0%
12.9	2	2.0%
12.4	2	2.0%
12.2	2	2.0%
11.5	2	2.0%
10.6	2	2.0%
10.2	2	2.0%
10.0	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%

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	36.500377

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	36.25196
median	36.500575
Q3	36.75627
95-th percentile	36.90325
Maximum	36.95295
Range	0.92511
Interquartile range (IQR)	0.50431

Descriptive statistics

Standard deviation	0.27814759
Coefficient of variation (CV)	0.0076204032
Kurtosis	-1.2928401
Mean	36.500377
Median Absolute Deviation (MAD)	0.249765
Skewness	-0.034534636
Sum	3650.0377
Variance	0.077366081
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.14511	2	2.0%
36.62485	2	2.0%
36.27491	2	2.0%
36.47481	2	2.0%
36.58635	2	2.0%
36.72496	2	2.0%
36.83292	2	2.0%
36.75792	2	2.0%
36.78489	2	2.0%
36.90325	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%
36.13314	2	2.0%
36.14511	2	2.0%
36.16232	2	2.0%
36.18861	2	2.0%
36.1897	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%
36.86711	2	2.0%
36.85256	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	126.94872

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	126.44223
Q1	126.75145
median	126.93537
Q3	127.15746
95-th percentile	127.47469
Maximum	127.49717
Range	1.30804
Interquartile range (IQR)	0.40601

Descriptive statistics

Standard deviation	0.29489484
Coefficient of variation (CV)	0.0023229447
Kurtosis	-0.29518431
Mean	126.94872
Median Absolute Deviation (MAD)	0.21971
Skewness	-0.16447943
Sum	12694.872
Variance	0.086962968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
127.10501	2	2.0%
126.8775	2	2.0%
126.85936	2	2.0%
126.79526	2	2.0%
126.61312	2	2.0%
126.5301	2	2.0%
126.44223	2	2.0%
126.18913	2	2.0%
126.37641	2	2.0%
126.64887	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
126.18913	2	2.0%
126.37641	2	2.0%
126.44223	2	2.0%
126.5301	2	2.0%
126.60118	2	2.0%
126.61312	2	2.0%
126.64274	2	2.0%
126.64887	2	2.0%
126.66796	2	2.0%
126.70896	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	98
Distinct (%)	98.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.9705

Minimum	0.52
Maximum	155.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.52
5-th percentile	1.3335
Q1	11.6125
median	35.705
Q3	63.91
95-th percentile	95.9645
Maximum	155.17
Range	154.65
Interquartile range (IQR)	52.2975

Descriptive statistics

Standard deviation	32.333249
Coefficient of variation (CV)	0.80892781
Kurtosis	1.0423078
Mean	39.9705
Median Absolute Deviation (MAD)	25.02
Skewness	0.98069275
Sum	3997.05
Variance	1045.439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.57	2	2.0%
0.65	2	2.0%
33.23	1	1.0%
10.75	1	1.0%
5.88	1	1.0%
37.78	1	1.0%
63.62	1	1.0%
74.66	1	1.0%
97.95	1	1.0%
76.15	1	1.0%
Other values (88)	88	88.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.52	1	1.0%
0.65	2	2.0%
1.17	1	1.0%
1.21	1	1.0%
1.34	1	1.0%
1.78	1	1.0%
1.94	1	1.0%
1.98	1	1.0%
2.78	1	1.0%
3.31	1	1.0%

Value	Count	Frequency (%)
155.17	1	1.0%
139.05	1	1.0%
117.98	1	1.0%
102.24	1	1.0%
97.95	1	1.0%
95.86	1	1.0%
85.84	1	1.0%
82.81	1	1.0%
82.42	1	1.0%
81.91	1	1.0%

nox
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.8189

Minimum	0.28
Maximum	154.17
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.28
5-th percentile	0.998
Q1	9.365
median	32.29
Q3	59.6075
95-th percentile	135.8815
Maximum	154.17
Range	153.89
Interquartile range (IQR)	50.2425

Descriptive statistics

Standard deviation	40.794668
Coefficient of variation (CV)	0.95272573
Kurtosis	0.61889962
Mean	42.8189
Median Absolute Deviation (MAD)	23.64
Skewness	1.1752558
Sum	4281.89
Variance	1664.2049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.32	2	2.0%
35.67	1	1.0%
28.06	1	1.0%
3.25	1	1.0%
53.44	1	1.0%
54.7	1	1.0%
91.71	1	1.0%
114.18	1	1.0%
97.5	1	1.0%
84.65	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.28	1	1.0%
0.32	2	2.0%
0.9	1	1.0%
0.96	1	1.0%
1.0	1	1.0%
1.27	1	1.0%
1.32	1	1.0%
1.33	1	1.0%
1.79	1	1.0%
2.06	1	1.0%

Value	Count	Frequency (%)
154.17	1	1.0%
154.0	1	1.0%
146.35	1	1.0%
137.72	1	1.0%
136.48	1	1.0%
135.85	1	1.0%
132.39	1	1.0%
124.09	1	1.0%
116.67	1	1.0%
114.18	1	1.0%

hc
Real number (ℝ)

HIGH CORRELATION

Distinct	94
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.6637

Minimum	0.04
Maximum	19.73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0.04
5-th percentile	0.149
Q1	1.4575
median	4.525
Q3	8.495
95-th percentile	16.311
Maximum	19.73
Range	19.69
Interquartile range (IQR)	7.0375

Descriptive statistics

Standard deviation	4.9606121
Coefficient of variation (CV)	0.87586067
Kurtosis	0.34236669
Mean	5.6637
Median Absolute Deviation (MAD)	3.33
Skewness	0.98845556
Sum	566.37
Variance	24.607672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.13	2	2.0%
4.0	2	2.0%
0.06	2	2.0%
0.2	2	2.0%
2.24	2	2.0%
6.4	2	2.0%
4.96	1	1.0%
1.49	1	1.0%
6.38	1	1.0%
9.68	1	1.0%
Other values (84)	84	84.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.04	1	1.0%
0.06	2	2.0%
0.13	2	2.0%
0.15	1	1.0%
0.18	1	1.0%
0.2	2	2.0%
0.26	1	1.0%
0.31	1	1.0%
0.46	1	1.0%
0.52	1	1.0%

Value	Count	Frequency (%)
19.73	1	1.0%
18.58	1	1.0%
18.5	1	1.0%
17.26	1	1.0%
16.33	1	1.0%
16.31	1	1.0%
15.71	1	1.0%
14.9	1	1.0%
13.4	1	1.0%
13.36	1	1.0%

pm
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	79
Distinct (%)	79.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7393

Minimum	0
Maximum	9.77
Zeros	3
Zeros (%)	3.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.13
Q1	0.6775
median	2.15
Q3	3.7
95-th percentile	8.325
Maximum	9.77
Range	9.77
Interquartile range (IQR)	3.0225

Descriptive statistics

Standard deviation	2.6084634
Coefficient of variation (CV)	0.95223721
Kurtosis	0.62264326
Mean	2.7393
Median Absolute Deviation (MAD)	1.485
Skewness	1.2049007
Sum	273.93
Variance	6.8040813
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.13	8	8.0%
0.0	3	3.0%
2.69	2	2.0%
3.05	2	2.0%
0.54	2	2.0%
2.36	2	2.0%
0.14	2	2.0%
0.66	2	2.0%
0.67	2	2.0%
0.27	2	2.0%
Other values (69)	73	73.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	3	3.0%
0.13	8	8.0%
0.14	2	2.0%
0.27	2	2.0%
0.28	1	1.0%
0.4	1	1.0%
0.54	2	2.0%
0.55	2	2.0%
0.66	2	2.0%
0.67	2	2.0%

Value	Count	Frequency (%)
9.77	1	1.0%
9.49	1	1.0%
9.46	1	1.0%
9.44	1	1.0%
8.8	1	1.0%
8.3	1	1.0%
8.22	1	1.0%
7.99	1	1.0%
7.46	1	1.0%
7.26	1	1.0%

co2
Real number (ℝ)

HIGH CORRELATION

Distinct	99
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9684.8634

Minimum	138.68
Maximum	38147.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	138.68
5-th percentile	333.0305
Q1	2912.405
median	8398.745
Q3	15184.895
95-th percentile	23026.128
Maximum	38147.12
Range	38008.44
Interquartile range (IQR)	12272.49

Descriptive statistics

Standard deviation	7918.9566
Coefficient of variation (CV)	0.81766322
Kurtosis	1.1332592
Mean	9684.8634
Median Absolute Deviation (MAD)	6007.57
Skewness	1.0179971
Sum	968486.34
Variance	62709873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
153.68	2	2.0%
6996.51	1	1.0%
8358.56	1	1.0%
1409.37	1	1.0%
9117.53	1	1.0%
9945.78	1	1.0%
17501.39	1	1.0%
19567.78	1	1.0%
23846.9	1	1.0%
18416.91	1	1.0%
Other values (89)	89	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
138.68	1	1.0%
153.68	2	2.0%
318.6	1	1.0%
322.21	1	1.0%
333.6	1	1.0%
462.92	1	1.0%
487.28	1	1.0%
490.89	1	1.0%
734.66	1	1.0%
873.34	1	1.0%

Value	Count	Frequency (%)
38147.12	1	1.0%
34316.17	1	1.0%
28459.24	1	1.0%
25224.29	1	1.0%
23846.9	1	1.0%
22982.93	1	1.0%
21661.51	1	1.0%
20431.78	1	1.0%
20120.66	1	1.0%
19567.78	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%
천안	10	2.5%
청양	10	2.5%
금산	10	2.5%
서천	10	2.5%
세종	10	2.5%
아산	10	2.5%
예산	8	2.0%
부여	8	2.0%
서산	6	1.5%
Other values (97)	216	54.3%

Most occurring characters

Value	Count	Frequency (%)
	298	27.2%
남	102	9.3%
충	100	9.1%
산	56	5.1%
서	24	2.2%
천	24	2.2%
성	20	1.8%
신	16	1.5%
청	16	1.5%
부	14	1.3%
Other values (97)	424	38.8%

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	102	12.8%
충	100	12.6%
산	56	7.0%
서	24	3.0%
천	24	3.0%
성	20	2.5%
신	16	2.0%
청	16	2.0%
부	14	1.8%
양	14	1.8%
Other values (96)	410	51.5%

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	102	12.8%
충	100	12.6%
산	56	7.0%
서	24	3.0%
천	24	3.0%
성	20	2.5%
신	16	2.0%
청	16	2.0%
부	14	1.8%
양	14	1.8%
Other values (96)	410	51.5%

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	102	12.8%
충	100	12.6%
산	56	7.0%
서	24	3.0%
천	24	3.0%
성	20	2.5%
신	16	2.0%
청	16	2.0%
부	14	1.8%
양	14	1.8%
Other values (96)	410	51.5%

Heatmap
Table

	기본키	지점	방향	측정구간	연장	좌표위치위도	좌표위치경도	co	nox	hc	pm	co2	주소
기본키	1.000	1.000	0.000	1.000	0.717	0.863	0.848	0.577	0.633	0.639	0.563	0.503	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.877	0.811	0.923	0.821	0.828	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.150	0.000	0.113	0.130	0.000
측정구간	1.000	1.000	0.000	1.000	0.999	1.000	0.999	0.857	0.802	0.910	0.809	0.807	1.000
연장	0.717	1.000	0.000	0.999	1.000	0.679	0.812	0.489	0.000	0.468	0.000	0.398	1.000
좌표위치위도	0.863	1.000	0.000	1.000	0.679	1.000	0.820	0.214	0.591	0.673	0.585	0.370	1.000
좌표위치경도	0.848	1.000	0.000	0.999	0.812	0.820	1.000	0.424	0.490	0.490	0.515	0.314	1.000
co	0.577	0.877	0.000	0.857	0.489	0.214	0.424	1.000	0.929	0.939	0.895	0.995	0.877
nox	0.633	0.811	0.150	0.802	0.000	0.591	0.490	0.929	1.000	0.975	0.966	0.921	0.811
hc	0.639	0.923	0.000	0.910	0.468	0.673	0.490	0.939	0.975	1.000	0.952	0.924	0.923
pm	0.563	0.821	0.113	0.809	0.000	0.585	0.515	0.895	0.966	0.952	1.000	0.898	0.821
co2	0.503	0.828	0.130	0.807	0.398	0.370	0.314	0.995	0.921	0.924	0.898	1.000	0.828
주소	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.877	0.811	0.923	0.821	0.828	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	-0.162	0.246	-0.226	-0.174	-0.135	-0.150	-0.141	-0.157	0.000	0.753
연장	-0.162	1.000	0.095	-0.086	0.153	0.105	0.114	0.126	0.155	0.000	0.744
좌표위치위도	0.246	0.095	1.000	-0.120	0.588	0.614	0.610	0.608	0.607	0.000	0.753
좌표위치경도	-0.226	-0.086	-0.120	1.000	0.214	0.187	0.206	0.177	0.190	0.000	0.741
co	-0.174	0.153	0.588	0.214	1.000	0.974	0.984	0.960	0.997	0.000	0.370
nox	-0.135	0.105	0.614	0.187	0.974	1.000	0.997	0.993	0.975	0.106	0.311
hc	-0.150	0.114	0.610	0.206	0.984	0.997	1.000	0.988	0.982	0.000	0.450
pm	-0.141	0.126	0.608	0.177	0.960	0.993	0.988	1.000	0.962	0.077	0.317
co2	-0.157	0.155	0.607	0.190	0.997	0.975	0.982	0.962	1.000	0.096	0.322
방향	0.000	0.000	0.000	0.000	0.000	0.106	0.000	0.077	0.096	1.000	0.000
측정구간	0.753	0.744	0.753	0.741	0.370	0.311	0.450	0.317	0.322	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	20210601	1	36.14511	127.10501	31.64	35.67	4.96	2.69	6996.51	충남 논산 은진 토양
1	2	건기연	[0122-2]	2	연무-논산	11.5	20210601	1	36.14511	127.10501	28.38	30.37	4.13	2.32	6401.49	충남 논산 은진 토양
2	3	건기연	[0124-0]	1	논산-반포	10.2	20210601	1	36.24966	127.22854	48.22	35.57	5.75	2.04	11178.97	충남 논산 연산 천호
3	4	건기연	[0124-0]	2	논산-반포	10.2	20210601	1	36.24966	127.22854	66.4	59.41	8.24	4.5	16526.46	충남 논산 연산 천호
4	5	건기연	[0127-2]	1	금남-조치원	12.2	20210601	1	36.56218	127.28536	77.76	56.67	8.73	3.24	18244.4	충남 세종 연서 봉암
5	6	건기연	[0127-2]	2	금남-조치원	12.2	20210601	1	36.56218	127.28536	76.11	66.23	8.98	3.66	19077.77	충남 세종 연서 봉암
6	7	건기연	[0127-7]	1	공주-유성	5.8	20210601	1	36.40916	127.25821	15.88	20.3	3.07	1.17	3439.39	충남 공주 반포 성강
7	8	건기연	[0127-7]	2	공주-유성	5.8	20210601	1	36.40916	127.25821	11.2	14.8	2.24	0.88	2376.55	충남 공주 반포 성강
8	9	건기연	[3209-1]	1	공주-유성	7.6	20210601	1	36.43986	127.2048	53.63	43.06	6.4	2.44	12410.06	충남 세종 장군 금암
9	10	건기연	[3209-1]	2	공주-유성	7.6	20210601	1	36.43986	127.2048	26.29	16.1	2.42	0.94	6945.51	충남 세종 장군 금암

	기본키	도로종류	지점	방향	측정구간	연장	측정일	측정시분	좌표위치위도	좌표위치경도	co	nox	hc	pm	co2	주소
90	91	건기연	[3706-0]	1	진천-음성	9.3	20210601	1	36.1228	127.49717	23.67	14.72	2.2	0.94	6252.09	충남 금산 군북 내부
91	92	건기연	[3706-0]	2	진천-음성	9.3	20210601	1	36.1228	127.49717	33.58	24.76	3.46	1.43	7950.62	충남 금산 군북 내부
92	93	건기연	[3707-0]	1	추부-군서	1.8	20210601	1	36.21913	127.49544	9.29	9.4	1.45	0.66	2047.96	충남 금산 추부 요광
93	94	건기연	[3707-0]	2	추부-군서	1.8	20210601	1	36.21913	127.49544	9.34	9.49	1.46	0.67	2053.59	충남 금산 추부 요광
94	95	건기연	[3901-4]	1	은산-청양IC	6.2	20210601	1	36.35819	126.91585	1.94	1.27	0.2	0.13	490.89	충남 청양 장평 은곡
95	96	건기연	[3901-4]	2	은산-청양IC	6.2	20210601	1	36.35819	126.91585	1.21	0.96	0.13	0.13	318.6	충남 청양 장평 은곡
96	97	건기연	[3902-2]	1	장평-신풍	12.9	20210601	1	36.43536	126.9549	0.52	0.28	0.04	0.0	138.68	충남 청양 정산 해남
97	98	건기연	[3902-2]	2	장평-신풍	12.9	20210601	1	36.43536	126.9549	1.98	1.32	0.2	0.13	487.28	충남 청양 정산 해남
98	99	건기연	[3905-0]	1	염치-권관	8.3	20210601	1	36.85256	126.96007	85.84	135.85	15.71	8.3	21661.51	충남 아산 영인 아산
99	100	건기연	[3905-0]	2	염치-권관	8.3	20210601	1	36.85256	126.96007	79.72	124.09	14.9	7.46	18973.44	충남 아산 영인 아산

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