gimi9 Pandas Profiling

Dataset statistics

Number of variables	13
Number of observations	10000
Missing cells	70558
Missing cells (%)	54.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	121.0 B

Variable types

Numeric	9
Categorical	2
Text	2

Dataset

Description	당진시 공간정보활용시스템 도엽레이어 정보(500도엽,1000도엽, 2500도엽, 5000도엽 등)에 대한 데이터로 도엽시퀀스, 도형지형지물부호, 도엽번호 등의 항목을 제공합니다.
Author	충청남도 당진시
URL	https://www.data.go.kr/data/15091575/fileData.do

Alerts

`500도엽지형지물부호` has constant value ""	Constant
`500도엽시퀀스` is highly overall correlated with `500도엽번호시퀀스` and 6 other fields	High correlation
`500도엽번호시퀀스` is highly overall correlated with `500도엽시퀀스` and 6 other fields	High correlation
`1000도엽시퀀스` is highly overall correlated with `500도엽시퀀스` and 6 other fields	High correlation
`1000도엽지형지물부호` is highly overall correlated with `2500도엽지형지물부호`	High correlation
`1000도엽번호` is highly overall correlated with `2500도엽시퀀스` and 2 other fields	High correlation
`2500도엽시퀀스` is highly overall correlated with `500도엽시퀀스` and 7 other fields	High correlation
`2500도엽번호시퀀스` is highly overall correlated with `500도엽시퀀스` and 7 other fields	High correlation
`5000도엽시퀀스` is highly overall correlated with `500도엽시퀀스` and 6 other fields	High correlation
`5000도엽번호` is highly overall correlated with `500도엽시퀀스` and 6 other fields	High correlation
`2500도엽지형지물부호` is highly overall correlated with `500도엽시퀀스` and 8 other fields	High correlation
`2500도엽지형지물부호` is highly imbalanced (70.3%)	Imbalance
`1000도엽시퀀스` has 7461 (74.6%) missing values	Missing
`1000도엽지형지물부호` has 7462 (74.6%) missing values	Missing
`1000도엽번호` has 7461 (74.6%) missing values	Missing
`2500도엽시퀀스` has 9474 (94.7%) missing values	Missing
`2500도엽번호` has 9474 (94.7%) missing values	Missing
`2500도엽번호시퀀스` has 9474 (94.7%) missing values	Missing
`5000도엽시퀀스` has 9876 (98.8%) missing values	Missing
`5000도엽번호` has 9876 (98.8%) missing values	Missing
`500도엽시퀀스` has unique values	Unique
`500도엽번호` has unique values	Unique
`500도엽번호시퀀스` has unique values	Unique

Reproduction

Analysis started	2023-12-12 05:57:37.059635
Analysis finished	2023-12-12 05:57:47.980721
Duration	10.92 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

500도엽시퀀스
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6139.6794

Minimum	1
Maximum	12296
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	589.95
Q1	3069.5
median	6147.5
Q3	9220.25
95-th percentile	11672.05
Maximum	12296
Range	12295
Interquartile range (IQR)	6150.75

Descriptive statistics

Standard deviation	3554.6836
Coefficient of variation (CV)	0.57896892
Kurtosis	-1.2005858
Mean	6139.6794
Median Absolute Deviation (MAD)	3075.5
Skewness	-0.0055807886
Sum	61396794
Variance	12635775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1642	1	< 0.1%
12160	1	< 0.1%
7788	1	< 0.1%
10526	1	< 0.1%
7581	1	< 0.1%
3317	1	< 0.1%
5921	1	< 0.1%
8792	1	< 0.1%
9213	1	< 0.1%
5116	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
12296	1	< 0.1%
12295	1	< 0.1%
12294	1	< 0.1%
12293	1	< 0.1%
12292	1	< 0.1%
12291	1	< 0.1%
12290	1	< 0.1%
12289	1	< 0.1%
12288	1	< 0.1%
12287	1	< 0.1%

500도엽지형지물부호
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

ZD100	10000

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	ZD100
2nd row	ZD100
3rd row	ZD100
4th row	ZD100
5th row	ZD100

Common Values

Value	Count	Frequency (%)
ZD100	10000	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
zd100	10000	100.0%

500도엽번호
Text

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	100000
Distinct characters	14
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	366041760D
2nd row	366030348C
3rd row	366031326C
4th row	376142527A
5th row	366030654B

Value	Count	Frequency (%)
366041760d	1	< 0.1%
366030592b	1	< 0.1%
366030100b	1	< 0.1%
366031735c	1	< 0.1%
366030742b	1	< 0.1%
366030325c	1	< 0.1%
366030738c	1	< 0.1%
366031905b	1	< 0.1%
366031218a	1	< 0.1%
376142416b	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
6	22144	22.1%
3	19036	19.0%
0	15658	15.7%
1	8984	9.0%
4	5671	5.7%
2	5588	5.6%
7	3834	3.8%
5	3729	3.7%
8	2693	2.7%
9	2663	2.7%
Other values (4)	10000	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	90000	90.0%
Uppercase Letter	10000	10.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	22144	24.6%
3	19036	21.2%
0	15658	17.4%
1	8984	10.0%
4	5671	6.3%
2	5588	6.2%
7	3834	4.3%
5	3729	4.1%
8	2693	3.0%
9	2663	3.0%

Uppercase Letter

Value	Count	Frequency (%)
D	2549	25.5%
A	2525	25.2%
C	2469	24.7%
B	2457	24.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	90000	90.0%
Latin	10000	10.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	22144	24.6%
3	19036	21.2%
0	15658	17.4%
1	8984	10.0%
4	5671	6.3%
2	5588	6.2%
7	3834	4.3%
5	3729	4.1%
8	2693	3.0%
9	2663	3.0%

Latin

Value	Count	Frequency (%)
D	2549	25.5%
A	2525	25.2%
C	2469	24.7%
B	2457	24.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	100000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	22144	22.1%
3	19036	19.0%
0	15658	15.7%
1	8984	9.0%
4	5671	5.7%
2	5588	5.6%
7	3834	3.8%
5	3729	3.7%
8	2693	2.7%
9	2663	2.7%
Other values (4)	10000	10.0%

500도엽번호시퀀스
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6138.6794

Minimum	0
Maximum	12295
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	588.95
Q1	3068.5
median	6146.5
Q3	9219.25
95-th percentile	11671.05
Maximum	12295
Range	12295
Interquartile range (IQR)	6150.75

Descriptive statistics

Standard deviation	3554.6836
Coefficient of variation (CV)	0.57906324
Kurtosis	-1.2005858
Mean	6138.6794
Median Absolute Deviation (MAD)	3075.5
Skewness	-0.0055807886
Sum	61386794
Variance	12635775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1641	1	< 0.1%
12159	1	< 0.1%
7787	1	< 0.1%
10525	1	< 0.1%
7580	1	< 0.1%
3316	1	< 0.1%
5920	1	< 0.1%
8791	1	< 0.1%
9212	1	< 0.1%
5115	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
12295	1	< 0.1%
12294	1	< 0.1%
12293	1	< 0.1%
12292	1	< 0.1%
12291	1	< 0.1%
12290	1	< 0.1%
12289	1	< 0.1%
12288	1	< 0.1%
12287	1	< 0.1%
12286	1	< 0.1%

1000도엽시퀀스
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2539
Distinct (%)	100.0%
Missing	7461
Missing (%)	74.6%
Infinite	0
Infinite (%)	0.0%
Mean	1537.2666

Minimum	1
Maximum	3119
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	155.9
Q1	744
median	1522
Q3	2316.5
95-th percentile	2952.2
Maximum	3119
Range	3118
Interquartile range (IQR)	1572.5

Descriptive statistics

Standard deviation	903.11266
Coefficient of variation (CV)	0.58747951
Kurtosis	-1.2145071
Mean	1537.2666
Median Absolute Deviation (MAD)	785
Skewness	0.038644994
Sum	3903120
Variance	815612.47
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1275	1	< 0.1%
2169	1	< 0.1%
1499	1	< 0.1%
876	1	< 0.1%
579	1	< 0.1%
2072	1	< 0.1%
1155	1	< 0.1%
1637	1	< 0.1%
182	1	< 0.1%
287	1	< 0.1%
Other values (2529)	2529	25.3%
(Missing)	7461	74.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
3119	1	< 0.1%
3117	1	< 0.1%
3116	1	< 0.1%
3115	1	< 0.1%
3114	1	< 0.1%
3113	1	< 0.1%
3112	1	< 0.1%
3110	1	< 0.1%
3109	1	< 0.1%
3108	1	< 0.1%

1000도엽지형지물부호
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	100
Distinct (%)	3.9%
Missing	7462
Missing (%)	74.6%
Infinite	0
Infinite (%)	0.0%
Mean	48.352246

Minimum	0
Maximum	99
Zeros	27
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	24
median	48
Q3	73
95-th percentile	94
Maximum	99
Range	99
Interquartile range (IQR)	49

Descriptive statistics

Standard deviation	28.697827
Coefficient of variation (CV)	0.5935159
Kurtosis	-1.1823882
Mean	48.352246
Median Absolute Deviation (MAD)	25
Skewness	0.056888545
Sum	122718
Variance	823.56527
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	33	0.3%
50	30	0.3%
26	30	0.3%
19	30	0.3%
96	30	0.3%
8	30	0.3%
6	30	0.3%
49	29	0.3%
77	29	0.3%
9	29	0.3%
Other values (90)	2238	22.4%
(Missing)	7462	74.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27	0.3%
1	26	0.3%
2	22	0.2%
3	24	0.2%
4	25	0.2%
5	29	0.3%
6	30	0.3%
7	25	0.2%
8	30	0.3%
9	29	0.3%

Value	Count	Frequency (%)
99	21	0.2%
98	24	0.2%
97	24	0.2%
96	30	0.3%
95	25	0.2%
94	22	0.2%
93	25	0.2%
92	19	0.2%
91	24	0.2%
90	24	0.2%

1000도엽번호
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	2539
Distinct (%)	100.0%
Missing	7461
Missing (%)	74.6%
Infinite	0
Infinite (%)	0.0%
Mean	3.6706931 × 10⁸

Minimum	3.660205 × 10⁸
Maximum	3.761525 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	3.660205 × 10⁸
5-th percentile	3.6603012 × 10⁸
Q1	3.6603078 × 10⁸
median	3.6603157 × 10⁸
Q3	3.6604119 × 10⁸
95-th percentile	3.7615213 × 10⁸
Maximum	3.761525 × 10⁸
Range	10131999
Interquartile range (IQR)	10414.5

Descriptive statistics

Standard deviation	3067177.5
Coefficient of variation (CV)	0.0083558539
Kurtosis	4.8914246
Mean	3.6706931 × 10⁸
Median Absolute Deviation (MAD)	1125
Skewness	2.6244119
Sum	9.3198898 × 10¹¹
Variance	9.4075779 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
376152273	1	< 0.1%
366030356	1	< 0.1%
366030730	1	< 0.1%
366042224	1	< 0.1%
366021068	1	< 0.1%
366030218	1	< 0.1%
366031524	1	< 0.1%
366030497	1	< 0.1%
366040648	1	< 0.1%
366041736	1	< 0.1%
Other values (2529)	2529	25.3%
(Missing)	7461	74.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
366020500	1	< 0.1%
366020504	1	< 0.1%
366020505	1	< 0.1%
366020506	1	< 0.1%
366020508	1	< 0.1%
366020509	1	< 0.1%
366020510	1	< 0.1%
366020514	1	< 0.1%
366020515	1	< 0.1%
366020516	1	< 0.1%

Value	Count	Frequency (%)
376152499	1	< 0.1%
376152400	1	< 0.1%
376152398	1	< 0.1%
376152397	1	< 0.1%
376152396	1	< 0.1%
376152395	1	< 0.1%
376152394	1	< 0.1%
376152392	1	< 0.1%
376152391	1	< 0.1%
376152385	1	< 0.1%

2500도엽시퀀스
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	526
Distinct (%)	100.0%
Missing	9474
Missing (%)	94.7%
Infinite	0
Infinite (%)	0.0%
Mean	314.78707

Minimum	1
Maximum	619
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	33.25
Q1	160.25
median	315
Q3	470.75
95-th percentile	588.75
Maximum	619
Range	618
Interquartile range (IQR)	310.5

Descriptive statistics

Standard deviation	179.10117
Coefficient of variation (CV)	0.56895975
Kurtosis	-1.2011169
Mean	314.78707
Median Absolute Deviation (MAD)	155.5
Skewness	-0.029318539
Sum	165578
Variance	32077.231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
170	1	< 0.1%
52	1	< 0.1%
497	1	< 0.1%
368	1	< 0.1%
534	1	< 0.1%
278	1	< 0.1%
517	1	< 0.1%
106	1	< 0.1%
525	1	< 0.1%
285	1	< 0.1%
Other values (516)	516	5.2%
(Missing)	9474	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
619	1	< 0.1%
618	1	< 0.1%
617	1	< 0.1%
616	1	< 0.1%
615	1	< 0.1%
614	1	< 0.1%
613	1	< 0.1%
611	1	< 0.1%
610	1	< 0.1%
609	1	< 0.1%

2500도엽지형지물부호
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	156.2 KiB

<NA>	9474
ZD300	526

Length

Max length	5
Median length	4
Mean length	4.0526
Min length	4

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	<NA>
2nd row	<NA>
3rd row	<NA>
4th row	<NA>
5th row	<NA>

Common Values

Value	Count	Frequency (%)
<NA>	9474	94.7%
ZD300	526	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
na	9474	94.7%
zd300	526	5.3%

2500도엽번호
Text

MISSING

Distinct	526
Distinct (%)	100.0%
Missing	9474
Missing (%)	94.7%
Memory size	156.2 KiB

Length

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

Characters and Unicode

Total characters	4208
Distinct characters	20
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	526 ?
Unique (%)	100.0%

Sample

1st row	3660415J
2nd row	3660310B
3rd row	3660325H
4th row	3660323A
5th row	3660316A

Value	Count	Frequency (%)
3660431f	1	0.2%
3660332f	1	0.2%
3660229h	1	0.2%
3660324d	1	0.2%
3660220j	1	0.2%
3660414d	1	0.2%
3660311h	1	0.2%
3660342i	1	0.2%
3660311d	1	0.2%
3660416c	1	0.2%
Other values (516)	516	98.1%

Most occurring characters

Value	Count	Frequency (%)
6	1036	24.6%
3	1006	23.9%
0	507	12.0%
4	349	8.3%
1	283	6.7%
2	181	4.3%
7	123	2.9%
5	89	2.1%
D	59	1.4%
B	57	1.4%
Other values (10)	518	12.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3682	87.5%
Uppercase Letter	526	12.5%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
6	1036	28.1%
3	1006	27.3%
0	507	13.8%
4	349	9.5%
1	283	7.7%
2	181	4.9%
7	123	3.3%
5	89	2.4%
9	55	1.5%
8	53	1.4%

Uppercase Letter

Value	Count	Frequency (%)
D	59	11.2%
B	57	10.8%
J	55	10.5%
C	55	10.5%
I	54	10.3%
G	52	9.9%
A	50	9.5%
H	48	9.1%
F	48	9.1%
E	48	9.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	3682	87.5%
Latin	526	12.5%

Most frequent character per script

Common

Value	Count	Frequency (%)
6	1036	28.1%
3	1006	27.3%
0	507	13.8%
4	349	9.5%
1	283	7.7%
2	181	4.9%
7	123	3.3%
5	89	2.4%
9	55	1.5%
8	53	1.4%

Latin

Value	Count	Frequency (%)
D	59	11.2%
B	57	10.8%
J	55	10.5%
C	55	10.5%
I	54	10.3%
G	52	9.9%
A	50	9.5%
H	48	9.1%
F	48	9.1%
E	48	9.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4208	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
6	1036	24.6%
3	1006	23.9%
0	507	12.0%
4	349	8.3%
1	283	6.7%
2	181	4.3%
7	123	2.9%
5	89	2.1%
D	59	1.4%
B	57	1.4%
Other values (10)	518	12.3%

2500도엽번호시퀀스
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	526
Distinct (%)	100.0%
Missing	9474
Missing (%)	94.7%
Infinite	0
Infinite (%)	0.0%
Mean	313.78707

Minimum	0
Maximum	618
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	0
5-th percentile	32.25
Q1	159.25
median	314
Q3	469.75
95-th percentile	587.75
Maximum	618
Range	618
Interquartile range (IQR)	310.5

Descriptive statistics

Standard deviation	179.10117
Coefficient of variation (CV)	0.57077296
Kurtosis	-1.2011169
Mean	313.78707
Median Absolute Deviation (MAD)	155.5
Skewness	-0.029318539
Sum	165052
Variance	32077.231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
169	1	< 0.1%
51	1	< 0.1%
496	1	< 0.1%
367	1	< 0.1%
533	1	< 0.1%
277	1	< 0.1%
516	1	< 0.1%
105	1	< 0.1%
524	1	< 0.1%
284	1	< 0.1%
Other values (516)	516	5.2%
(Missing)	9474	94.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
618	1	< 0.1%
617	1	< 0.1%
616	1	< 0.1%
615	1	< 0.1%
614	1	< 0.1%
613	1	< 0.1%
612	1	< 0.1%
610	1	< 0.1%
609	1	< 0.1%
608	1	< 0.1%

5000도엽시퀀스
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	124
Distinct (%)	100.0%
Missing	9876
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	76.483871

Minimum	1
Maximum	152
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	1
5-th percentile	7.15
Q1	37.75
median	78.5
Q3	115.25
95-th percentile	144.85
Maximum	152
Range	151
Interquartile range (IQR)	77.5

Descriptive statistics

Standard deviation	44.401253
Coefficient of variation (CV)	0.58053094
Kurtosis	-1.1873033
Mean	76.483871
Median Absolute Deviation (MAD)	38.5
Skewness	-0.003608816
Sum	9484
Variance	1971.4713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
106	1	< 0.1%
126	1	< 0.1%
75	1	< 0.1%
121	1	< 0.1%
135	1	< 0.1%
139	1	< 0.1%
138	1	< 0.1%
70	1	< 0.1%
53	1	< 0.1%
18	1	< 0.1%
Other values (114)	114	1.1%
(Missing)	9876	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
152	1	< 0.1%
151	1	< 0.1%
150	1	< 0.1%
148	1	< 0.1%
147	1	< 0.1%
146	1	< 0.1%
145	1	< 0.1%
144	1	< 0.1%
143	1	< 0.1%
142	1	< 0.1%

5000도엽번호
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	124
Distinct (%)	100.0%
Missing	9876
Missing (%)	98.8%
Infinite	0
Infinite (%)	0.0%
Mean	36758231

Minimum	36602010
Maximum	37615095
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	166.0 KiB

Quantile statistics

Minimum	36602010
5-th percentile	36603001
Q1	36603030
median	36603068
Q3	36604062
95-th percentile	37615080
Maximum	37615095
Range	1013085
Interquartile range (IQR)	1032.5

Descriptive statistics

Standard deviation	365748.89
Coefficient of variation (CV)	0.0099501224
Kurtosis	1.8281369
Mean	36758231
Median Absolute Deviation (MAD)	54
Skewness	1.9490723
Sum	4.5580206 × 10⁹
Variance	1.3377225 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36604092	1	< 0.1%
36604012	1	< 0.1%
36603049	1	< 0.1%
36604062	1	< 0.1%
37614087	1	< 0.1%
37614079	1	< 0.1%
37614099	1	< 0.1%
36603034	1	< 0.1%
36603075	1	< 0.1%
36602040	1	< 0.1%
Other values (114)	114	1.1%
(Missing)	9876	98.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36602010	1	< 0.1%
36602030	1	< 0.1%
36602040	1	< 0.1%
36602049	1	< 0.1%
36602050	1	< 0.1%
36602060	1	< 0.1%
36603001	1	< 0.1%
36603002	1	< 0.1%
36603003	1	< 0.1%
36603004	1	< 0.1%

Value	Count	Frequency (%)
37615095	1	< 0.1%
37615094	1	< 0.1%
37615093	1	< 0.1%
37615092	1	< 0.1%
37615091	1	< 0.1%
37615083	1	< 0.1%
37615081	1	< 0.1%
37615072	1	< 0.1%
37615071	1	< 0.1%
37614100	1	< 0.1%

Phik (φk)
Auto

Heatmap
Table

	500도엽시퀀스	500도엽번호시퀀스	1000도엽시퀀스	1000도엽지형지물부호	1000도엽번호	2500도엽시퀀스	2500도엽번호시퀀스	5000도엽시퀀스	5000도엽번호
500도엽시퀀스	1.000	1.000	0.969	0.185	0.142	NaN	NaN	NaN	NaN
500도엽번호시퀀스	1.000	1.000	0.969	0.185	0.142	NaN	NaN	NaN	NaN
1000도엽시퀀스	0.969	0.969	1.000	0.565	0.720	1.000	1.000	NaN	NaN
1000도엽지형지물부호	0.185	0.185	0.565	1.000	0.155	0.766	0.766	0.963	0.986
1000도엽번호	0.142	0.142	0.720	0.155	1.000	0.777	0.777	NaN	NaN
2500도엽시퀀스	NaN	NaN	1.000	0.766	0.777	1.000	1.000	0.955	0.622
2500도엽번호시퀀스	NaN	NaN	1.000	0.766	0.777	1.000	1.000	0.955	0.622
5000도엽시퀀스	NaN	NaN	NaN	0.963	NaN	0.955	0.955	1.000	0.986
5000도엽번호	NaN	NaN	NaN	0.986	NaN	0.622	0.622	0.986	1.000

Heatmap
Table

	500도엽시퀀스	500도엽번호시퀀스	1000도엽시퀀스	1000도엽지형지물부호	1000도엽번호	2500도엽시퀀스	2500도엽번호시퀀스	5000도엽시퀀스	5000도엽번호	2500도엽지형지물부호
500도엽시퀀스	1.000	1.000	1.000	0.011	-0.232	1.000	1.000	1.000	0.663	1.000
500도엽번호시퀀스	1.000	1.000	1.000	0.011	-0.232	1.000	1.000	1.000	0.663	1.000
1000도엽시퀀스	1.000	1.000	1.000	0.011	-0.232	1.000	1.000	1.000	0.663	1.000
1000도엽지형지물부호	0.011	0.011	0.011	1.000	0.076	0.143	0.143	0.052	0.165	1.000
1000도엽번호	-0.232	-0.232	-0.232	0.076	1.000	-0.530	-0.530	0.047	0.030	1.000
2500도엽시퀀스	1.000	1.000	1.000	0.143	-0.530	1.000	1.000	1.000	0.663	1.000
2500도엽번호시퀀스	1.000	1.000	1.000	0.143	-0.530	1.000	1.000	1.000	0.663	1.000
5000도엽시퀀스	1.000	1.000	1.000	0.052	0.047	1.000	1.000	1.000	0.663	1.000
5000도엽번호	0.663	0.663	0.663	0.165	0.030	0.663	0.663	0.663	1.000	1.000
2500도엽지형지물부호	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000

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.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	500도엽시퀀스	500도엽지형지물부호	500도엽번호	500도엽번호시퀀스	1000도엽시퀀스	1000도엽지형지물부호	1000도엽번호	2500도엽시퀀스	2500도엽지형지물부호	2500도엽번호	2500도엽번호시퀀스	5000도엽시퀀스	5000도엽번호
1641	1642	ZD100	366041760D	1641	1642	92	366030592	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
10032	10033	ZD100	366030348C	10032	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
5059	5060	ZD100	366031326C	5059	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
11968	11969	ZD100	376142527A	11968	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7239	7240	ZD100	366030654B	7239	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
10049	10050	ZD100	366030241C	10049	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
6694	6695	ZD100	366030879D	6694	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2462	2463	ZD100	366032032A	2462	2463	62	366031962	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
8962	8963	ZD100	366030594A	8962	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
234	235	ZD100	366042123D	234	235	52	366040752	235	ZD300	3660415J	234	<NA>	<NA>

	500도엽시퀀스	500도엽지형지물부호	500도엽번호	500도엽번호시퀀스	1000도엽시퀀스	1000도엽지형지물부호	1000도엽번호	2500도엽시퀀스	2500도엽지형지물부호	2500도엽번호	2500도엽번호시퀀스	5000도엽시퀀스	5000도엽번호
7484	7485	ZD100	366030658A	7484	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
11685	11686	ZD100	376142540D	11685	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
648	649	ZD100	366042302D	648	649	17	366041117	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
10135	10136	ZD100	366030545D	10135	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2392	2393	ZD100	366041738A	2392	2393	47	366031847	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
7001	7002	ZD100	366040753C	7001	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
2005	2006	ZD100	366041733C	2005	2006	28	366031628	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
11024	11025	ZD100	376152273C	11024	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
11478	11479	ZD100	366030205A	11478	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>
9958	9959	ZD100	366030554A	9958	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>	<NA>

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

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

Decimal Number

Uppercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample