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	6
Text	1

Dataset

Description	샘플 데이터
Author	노바코스
URL	https://www.bigdata-environment.kr/user/data_market/detail.do?id=c6d3c040-4b6c-11ec-a3b4-09b5f820f58d

Alerts

`도로종류` has constant value ""	Constant
`측정일` has constant value ""	Constant
`측정시간` has constant value ""	Constant
`측정구간` is highly overall correlated with `기본키` and 4 other fields	High correlation
`주소` is highly overall correlated with `기본키` and 4 other fields	High correlation
`기본키` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`연장((km))` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`좌표위치위도((°))` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`좌표위치경도((°))` is highly overall correlated with `측정구간` and 1 other fields	High correlation
`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 5 (5.0%) zeros	Zeros
`nox((g/km))` has 5 (5.0%) zeros	Zeros
`hc((g/km))` has 5 (5.0%) zeros	Zeros
`pm((g/km))` has 15 (15.0%) zeros	Zeros
`co2((g/km))` has 5 (5.0%) zeros	Zeros

Reproduction

Analysis started	2023-12-10 12:08:33.798175
Analysis finished	2023-12-10 12:08:42.831002
Duration	9.03 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	[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%
2808-0	2	2.0%
3116-1	2	2.0%
2512-4	2	2.0%
2513-0	2	2.0%
2613-3	2	2.0%
2613-4	2	2.0%
2614-3	2	2.0%
2802-1	2	2.0%
2803-1	2	2.0%
Other values (40)	80	80.0%

Most occurring characters

Value	Count	Frequency (%)
0	130	16.2%
1	114	14.2%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	52	6.5%
4	28	3.5%
5	28	3.5%
8	26	3.2%
Other values (3)	50	6.2%

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	130	26.0%
1	114	22.8%
2	72	14.4%
3	52	10.4%
4	28	5.6%
5	28	5.6%
8	26	5.2%
7	24	4.8%
6	18	3.6%
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	130	16.2%
1	114	14.2%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	52	6.5%
4	28	3.5%
5	28	3.5%
8	26	3.2%
Other values (3)	50	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	800	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	130	16.2%
1	114	14.2%
[	100	12.5%
-	100	12.5%
]	100	12.5%
2	72	9.0%
3	52	6.5%
4	28	3.5%
5	28	3.5%
8	26	3.2%
Other values (3)	50	6.2%

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

경주-감포	4
건천-대송	2
안정-대강	2
상주-함창	2
추풍령-김천	2
Other values (44)	88

Length

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

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

Common Values

Value	Count	Frequency (%)
경주-감포	4	4.0%
건천-대송	2	2.0%
안정-대강	2	2.0%
상주-함창	2	2.0%
추풍령-김천	2	2.0%
성주-대구	2	2.0%
영천-서면	2	2.0%
현풍-옥포	2	2.0%
칠곡-효령	2	2.0%
가산-군위	2	2.0%
Other values (39)	78	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경주-감포	4	4.0%
구성-김천	2	2.0%
강동-흥해	2	2.0%
상주-낙동	2	2.0%
묘산-쌍림	2	2.0%
쌍림-고령	2	2.0%
고령-성산	2	2.0%
장수-예천	2	2.0%
상동-본포	2	2.0%
안계-봉양	2	2.0%
Other values (39)	78	78.0%

연장((km))
Real number (ℝ)

HIGH CORRELATION

Distinct	45
Distinct (%)	45.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.584

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

Quantile statistics

Minimum	1.3
5-th percentile	1.8
Q1	5.9
median	8.25
Q3	11.9
95-th percentile	24.2
Maximum	27.8
Range	26.5
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.1994904
Coefficient of variation (CV)	0.64685834
Kurtosis	1.44989
Mean	9.584
Median Absolute Deviation (MAD)	3.35
Skewness	1.2085788
Sum	958.4
Variance	38.433681
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
10.6	6	6.0%
6.4	4	4.0%
2.4	4	4.0%
11.2	4	4.0%
11.4	2	2.0%
2.2	2	2.0%
10.5	2	2.0%
11.6	2	2.0%
9.2	2	2.0%
8.2	2	2.0%
Other values (35)	70	70.0%

Minimum 10 values
Maximum 10 values

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

Value	Count	Frequency (%)
27.8	2	2.0%
26.7	2	2.0%
24.2	2	2.0%
22.1	2	2.0%
20.6	2	2.0%
15.8	2	2.0%
14.4	2	2.0%
14.2	2	2.0%
13.5	2	2.0%
12.9	2	2.0%

측정일
Categorical

CONSTANT

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

20210401	100

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

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

Common Values

Value	Count	Frequency (%)
20210401	100	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
20210401	100	100.0%

측정시간
Categorical

CONSTANT

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

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	36.114899

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	35.80916
median	36.01706
Q3	36.35299
95-th percentile	36.76527
Maximum	36.86368
Range	1.20825
Interquartile range (IQR)	0.54383

Descriptive statistics

Standard deviation	0.34536113
Coefficient of variation (CV)	0.0095628435
Kurtosis	-0.63930303
Mean	36.114899
Median Absolute Deviation (MAD)	0.24256
Skewness	0.6491178
Sum	3611.4899
Variance	0.11927431
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36.07278	2	2.0%
36.03299	2	2.0%
36.40808	2	2.0%
35.67783	2	2.0%
35.70376	2	2.0%
35.73646	2	2.0%
36.73238	2	2.0%
36.59513	2	2.0%
36.35882	2	2.0%
36.32892	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

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

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

좌표위치경도((°))
Real number (ℝ)

HIGH CORRELATION

Distinct	50
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	128.81652

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

Quantile statistics

Minimum	128.02544
5-th percentile	128.13935
Q1	128.41106
median	128.76473
Q3	129.26459
95-th percentile	129.47131
Maximum	129.52365
Range	1.49821
Interquartile range (IQR)	0.85353

Descriptive statistics

Standard deviation	0.46630251
Coefficient of variation (CV)	0.0036198968
Kurtosis	-1.3948947
Mean	128.81652
Median Absolute Deviation (MAD)	0.460995
Skewness	-0.025198937
Sum	12881.652
Variance	0.21743803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
128.08611	2	2.0%
129.30673	2	2.0%
128.23413	2	2.0%
128.21559	2	2.0%
128.25985	2	2.0%
128.31646	2	2.0%
128.53474	2	2.0%
128.41883	2	2.0%
128.46812	2	2.0%
128.70365	2	2.0%
Other values (40)	80	80.0%

Minimum 10 values
Maximum 10 values

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

Value	Count	Frequency (%)
129.52365	2	2.0%
129.49495	2	2.0%
129.47131	2	2.0%
129.45978	2	2.0%
129.45621	2	2.0%
129.41209	2	2.0%
129.40658	2	2.0%
129.40119	2	2.0%
129.34631	2	2.0%
129.32144	2	2.0%

co((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.5235

Minimum	0
Maximum	125.19
Zeros	5
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.494
Q1	4.6425
median	18.85
Q3	35.2925
95-th percentile	74.92
Maximum	125.19
Range	125.19
Interquartile range (IQR)	30.65

Descriptive statistics

Standard deviation	26.282754
Coefficient of variation (CV)	1.0297472
Kurtosis	3.1805955
Mean	25.5235
Median Absolute Deviation (MAD)	15.05
Skewness	1.6393114
Sum	2552.35
Variance	690.78315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.52	8	8.0%
0.0	5	5.0%
3.33	2	2.0%
0.65	2	2.0%
16.99	1	1.0%
5.83	1	1.0%
3.72	1	1.0%
4.65	1	1.0%
13.67	1	1.0%
17.73	1	1.0%
Other values (77)	77	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5	5.0%
0.52	8	8.0%
0.65	2	2.0%
1.73	1	1.0%
1.98	1	1.0%
2.63	1	1.0%
3.31	1	1.0%
3.33	2	2.0%
3.72	1	1.0%
3.88	1	1.0%

Value	Count	Frequency (%)
125.19	1	1.0%
124.13	1	1.0%
98.21	1	1.0%
90.72	1	1.0%
79.29	1	1.0%
74.69	1	1.0%
66.38	1	1.0%
65.51	1	1.0%
65.07	1	1.0%
61.5	1	1.0%

nox((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	85
Distinct (%)	85.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.1434

Minimum	0
Maximum	219.94
Zeros	5
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.266
Q1	3.65
median	18.325
Q3	46.15
95-th percentile	99.8015
Maximum	219.94
Range	219.94
Interquartile range (IQR)	42.5

Descriptive statistics

Standard deviation	43.622413
Coefficient of variation (CV)	1.3161719
Kurtosis	6.3990792
Mean	33.1434
Median Absolute Deviation (MAD)	16.155
Skewness	2.3273544
Sum	3314.34
Variance	1902.9149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.28	8	8.0%
0.0	5	5.0%
2.06	3	3.0%
14.28	2	2.0%
0.32	2	2.0%
8.98	1	1.0%
4.16	1	1.0%
5.93	1	1.0%
3.32	1	1.0%
16.85	1	1.0%
Other values (75)	75	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5	5.0%
0.28	8	8.0%
0.32	2	2.0%
1.23	1	1.0%
1.32	1	1.0%
1.64	1	1.0%
2.06	3	3.0%
2.28	1	1.0%
2.43	1	1.0%
2.96	1	1.0%

Value	Count	Frequency (%)
219.94	1	1.0%
211.94	1	1.0%
190.88	1	1.0%
147.13	1	1.0%
114.08	1	1.0%
99.05	1	1.0%
93.95	1	1.0%
91.1	1	1.0%
89.56	1	1.0%
89.04	1	1.0%

hc((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	86
Distinct (%)	86.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.139

Minimum	0
Maximum	23.85
Zeros	5
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.038
Q1	0.5375
median	2.785
Q3	5.6475
95-th percentile	12.0285
Maximum	23.85
Range	23.85
Interquartile range (IQR)	5.11

Descriptive statistics

Standard deviation	4.7673671
Coefficient of variation (CV)	1.1518162
Kurtosis	4.6539545
Mean	4.139
Median Absolute Deviation (MAD)	2.415
Skewness	1.932164
Sum	413.9
Variance	22.727789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.04	8	8.0%
0.0	5	5.0%
0.06	2	2.0%
11.01	2	2.0%
0.33	2	2.0%
0.26	1	1.0%
1.2	1	1.0%
0.5	1	1.0%
2.49	1	1.0%
2.91	1	1.0%
Other values (76)	76	76.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5	5.0%
0.04	8	8.0%
0.06	2	2.0%
0.18	1	1.0%
0.2	1	1.0%
0.26	1	1.0%
0.31	1	1.0%
0.33	2	2.0%
0.36	1	1.0%
0.38	1	1.0%

Value	Count	Frequency (%)
23.85	1	1.0%
21.92	1	1.0%
21.05	1	1.0%
13.84	1	1.0%
12.57	1	1.0%
12.0	1	1.0%
11.69	1	1.0%
11.21	1	1.0%
11.01	2	2.0%
9.42	1	1.0%

pm((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	72
Distinct (%)	72.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1898

Minimum	0
Maximum	14.49
Zeros	15
Zeros (%)	15.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.2775
median	1.375
Q3	3.2575
95-th percentile	6.8785
Maximum	14.49
Range	14.49
Interquartile range (IQR)	2.98

Descriptive statistics

Standard deviation	2.7970247
Coefficient of variation (CV)	1.2772969
Kurtosis	7.0404105
Mean	2.1898
Median Absolute Deviation (MAD)	1.24
Skewness	2.4078538
Sum	218.98
Variance	7.8233474
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0	15	15.0%
0.13	6	6.0%
0.14	3	3.0%
0.54	3	3.0%
0.93	2	2.0%
0.4	2	2.0%
4.86	2	2.0%
1.64	2	2.0%
0.67	2	2.0%
2.82	1	1.0%
Other values (62)	62	62.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	15	15.0%
0.13	6	6.0%
0.14	3	3.0%
0.27	1	1.0%
0.28	1	1.0%
0.39	1	1.0%
0.4	2	2.0%
0.41	1	1.0%
0.42	1	1.0%
0.54	3	3.0%

Value	Count	Frequency (%)
14.49	1	1.0%
13.66	1	1.0%
12.64	1	1.0%
9.37	1	1.0%
7.99	1	1.0%
6.82	1	1.0%
5.91	1	1.0%
5.57	1	1.0%
5.26	1	1.0%
4.86	2	2.0%

co2((g/km))
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	87
Distinct (%)	87.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6246.1771

Minimum	0
Maximum	34263.71
Zeros	5
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	1.0 KiB

Quantile statistics

Minimum	0
5-th percentile	131.746
Q1	1147.9225
median	4622.8
Q3	8582.965
95-th percentile	18920.33
Maximum	34263.71
Range	34263.71
Interquartile range (IQR)	7435.0425

Descriptive statistics

Standard deviation	6610.6438
Coefficient of variation (CV)	1.0583504
Kurtosis	3.7553436
Mean	6246.1771
Median Absolute Deviation (MAD)	3709.25
Skewness	1.7585136
Sum	624617.71
Variance	43700611
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138.68	8	8.0%
0.0	5	5.0%
800.28	2	2.0%
153.68	2	2.0%
4229.41	1	1.0%
1521.81	1	1.0%
730.41	1	1.0%
1154.48	1	1.0%
3035.71	1	1.0%
3847.27	1	1.0%
Other values (77)	77	77.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	5	5.0%
138.68	8	8.0%
153.68	2	2.0%
457.29	1	1.0%
487.28	1	1.0%
640.96	1	1.0%
730.41	1	1.0%
800.28	2	2.0%
873.34	1	1.0%
948.33	1	1.0%

Value	Count	Frequency (%)
34263.71	1	1.0%
28734.35	1	1.0%
24423.24	1	1.0%
22505.02	1	1.0%
20001.81	1	1.0%
18863.41	1	1.0%
17650.68	1	1.0%
16986.36	1	1.0%
16670.71	1	1.0%
15967.05	1	1.0%

주소
Categorical

HIGH CORRELATION

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

경북 경주 양북 안동	4
경북 경주 천북 오야	2
경북 영주 안정 신전	2
경북 상주 외서 연봉	2
경북 김천 봉산 태화	2
Other values (44)	88

Length

Max length	11
Median length	11
Mean length	10.96
Min length	10

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

Common Values

Value	Count	Frequency (%)
경북 경주 양북 안동	4	4.0%
경북 경주 천북 오야	2	2.0%
경북 영주 안정 신전	2	2.0%
경북 상주 외서 연봉	2	2.0%
경북 김천 봉산 태화	2	2.0%
경북 칠곡 왜관 왜관	2	2.0%
경북 영천 북안 유하	2	2.0%
경북 달성 논공 위천	2	2.0%
경북 칠곡 가산 천평	2	2.0%
경북 군위 효령 고곡	2	2.0%
Other values (39)	78	78.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
경북	100	25.0%
포항	16	4.0%
경주	14	3.5%
의성	10	2.5%
청도	6	1.5%
연일	6	1.5%
상주	6	1.5%
고령	6	1.5%
안동	6	1.5%
영천	6	1.5%
Other values (102)	224	56.0%

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	0.612	0.739	0.910	0.523	0.459	0.421	0.464	0.664	1.000
지점	1.000	1.000	0.000	1.000	1.000	1.000	1.000	0.898	0.864	0.785	0.866	0.816	1.000
방향	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.185	0.092	0.000	0.000
측정구간	1.000	1.000	0.000	1.000	0.992	1.000	1.000	0.901	0.871	0.800	0.873	0.808	1.000
연장((km))	0.612	1.000	0.000	0.992	1.000	0.544	0.641	0.000	0.000	0.000	0.000	0.000	0.992
좌표위치위도((°))	0.739	1.000	0.000	1.000	0.544	1.000	0.781	0.392	0.068	0.241	0.000	0.000	1.000
좌표위치경도((°))	0.910	1.000	0.000	1.000	0.641	0.781	1.000	0.411	0.458	0.392	0.474	0.288	1.000
co((g/km))	0.523	0.898	0.000	0.901	0.000	0.392	0.411	1.000	0.924	0.861	0.931	0.920	0.901
nox((g/km))	0.459	0.864	0.000	0.871	0.000	0.068	0.458	0.924	1.000	0.924	0.996	0.883	0.871
hc((g/km))	0.421	0.785	0.185	0.800	0.000	0.241	0.392	0.861	0.924	1.000	0.922	0.921	0.800
pm((g/km))	0.464	0.866	0.092	0.873	0.000	0.000	0.474	0.931	0.996	0.922	1.000	0.892	0.873
co2((g/km))	0.664	0.816	0.000	0.808	0.000	0.000	0.288	0.920	0.883	0.921	0.892	1.000	0.808
주소	1.000	1.000	0.000	1.000	0.992	1.000	1.000	0.901	0.871	0.800	0.873	0.808	1.000

Heatmap
Table

	측정구간	방향	주소
측정구간	1.000	0.000	1.000
방향	0.000	1.000	0.000
주소	1.000	0.000	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	측정구간	주소
기본키	1.000	-0.068	-0.036	0.286	-0.282	-0.285	-0.290	-0.292	-0.274	0.000	0.753	0.753
연장((km))	-0.068	1.000	0.127	-0.043	-0.043	-0.023	-0.033	-0.033	-0.045	0.000	0.696	0.696
좌표위치위도((°))	-0.036	0.127	1.000	-0.148	0.030	0.067	0.066	0.090	0.013	0.000	0.753	0.753
좌표위치경도((°))	0.286	-0.043	-0.148	1.000	0.238	0.219	0.213	0.173	0.251	0.000	0.753	0.753
co((g/km))	-0.282	-0.043	0.030	0.238	1.000	0.980	0.987	0.972	0.997	0.000	0.448	0.448
nox((g/km))	-0.285	-0.023	0.067	0.219	0.980	1.000	0.997	0.991	0.981	0.000	0.402	0.402
hc((g/km))	-0.290	-0.033	0.066	0.213	0.987	0.997	1.000	0.988	0.984	0.132	0.331	0.331
pm((g/km))	-0.292	-0.033	0.090	0.173	0.972	0.991	0.988	1.000	0.974	0.084	0.405	0.405
co2((g/km))	-0.274	-0.045	0.013	0.251	0.997	0.981	0.984	0.974	1.000	0.000	0.316	0.316
방향	0.000	0.000	0.000	0.000	0.000	0.000	0.132	0.084	0.000	1.000	0.000	0.000
측정구간	0.753	0.696	0.753	0.753	0.448	0.402	0.331	0.405	0.316	0.000	1.000	1.000
주소	0.753	0.696	0.753	0.753	0.448	0.402	0.331	0.405	0.316	0.000	1.000	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	[0314-0]	1	구성-김천	11.4	20210401	1	36.07278	128.08611	6.75	4.56	0.7	0.42	1632.42	경북 김천 구성 하강
1	2	건기연	[0314-0]	2	구성-김천	11.4	20210401	1	36.07278	128.08611	5.66	3.76	0.55	0.28	1480.58	경북 김천 구성 하강
2	3	건기연	[0317-0]	1	공성-상주	11.9	20210401	1	36.35299	128.13935	23.32	27.33	4.16	2.25	5032.31	경북 상주 청리 원장
3	4	건기연	[0317-0]	2	공성-상주	11.9	20210401	1	36.35299	128.13935	18.34	19.37	3.0	1.41	4003.34	경북 상주 청리 원장
4	5	건기연	[0318-0]	1	상주-함창	14.4	20210401	1	36.50552	128.16946	46.46	58.57	8.11	4.51	10478.16	경북 상주 외서 연봉
5	6	건기연	[0318-0]	2	상주-함창	14.4	20210401	1	36.50552	128.16946	30.13	33.45	4.87	2.87	6992.72	경북 상주 외서 연봉
6	7	건기연	[0410-2]	1	추풍령-김천	1.8	20210401	1	36.14659	128.02544	9.39	6.81	0.96	0.69	2447.65	경북 김천 봉산 태화
7	8	건기연	[0410-2]	2	추풍령-김천	1.8	20210401	1	36.14659	128.02544	3.31	2.06	0.31	0.13	873.34	경북 김천 봉산 태화
8	9	건기연	[0415-1]	1	성주-대구	3.8	20210401	1	35.98385	128.41106	65.07	62.54	8.76	4.77	15967.05	경북 칠곡 왜관 왜관
9	10	건기연	[0415-1]	2	성주-대구	3.8	20210401	1	35.98385	128.41106	59.85	57.17	8.3	4.1	13546.77	경북 칠곡 왜관 왜관

	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	[3107-2]	1	기계-포항	2.4	20210401	1	36.06326	129.22771	8.71	6.13	0.87	0.56	2267.74	경북 포항 기계 내단
91	92	건기연	[3107-2]	2	기계-포항	2.4	20210401	1	36.06326	129.22771	11.23	6.98	1.12	0.54	2723.17	경북 포항 기계 내단
92	93	건기연	[3109-1]	1	죽장-부남	20.6	20210401	1	36.2488	129.04049	0.52	0.28	0.04	0.0	138.68	경북 청송 현동 눌인
93	94	건기연	[3109-1]	2	죽장-부남	20.6	20210401	1	36.2488	129.04049	0.52	0.28	0.04	0.0	138.68	경북 청송 현동 눌인
94	95	건기연	[3113-1]	1	진보-석보	6.0	20210401	1	36.59556	129.08611	6.7	7.85	1.2	0.54	1412.63	경북 영양 입암 신구
95	96	건기연	[3113-1]	2	진보-석보	6.0	20210401	1	36.59556	129.08611	2.63	1.64	0.26	0.13	640.96	경북 영양 입암 신구
96	97	건기연	[3116-1]	1	녹동-영양	26.7	20210401	1	36.86368	129.01248	1.98	1.32	0.2	0.13	487.28	경북 봉화 소천 서천
97	98	건기연	[3116-1]	2	녹동-영양	26.7	20210401	1	36.86368	129.01248	0.0	0.0	0.0	0.0	0.0	경북 봉화 소천 서천
98	99	건기연	[3307-1]	1	고령-수륜	12.9	20210401	1	35.80817	128.23039	1.73	1.23	0.18	0.13	457.29	경북 성주 수륜 계정
99	100	건기연	[3307-1]	2	고령-수륜	12.9	20210401	1	35.80817	128.23039	4.62	2.96	0.47	0.27	1128.25	경북 성주 수륜 계정

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)

Common Values

Length

Interactions

Correlations

Missing values

Sample