gimi9 Pandas Profiling

Dataset statistics

Number of variables	14
Number of observations	28
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.5 KiB
Average record size in memory	128.7 B

Variable types

Text	1
Categorical	1
Numeric	12

Dataset

Description	장기요양 등급판정 결과 인정자 및 등급외자 현황 전체계,인정자소계(1등급, 2등급, 3등급, 4등급, 5등급, 인지지원등급), 등급외자소계 (등급외A, 등급외B, 등급외C)의 현황
URL	https://www.data.go.kr/data/3051420/fileData.do

Alerts

`전체계` is highly overall correlated with `인정자소계` and 10 other fields	High correlation
`인정자소계` is highly overall correlated with `전체계` and 11 other fields	High correlation
`1등급` is highly overall correlated with `전체계` and 8 other fields	High correlation
`2등급` is highly overall correlated with `전체계` and 8 other fields	High correlation
`3등급` is highly overall correlated with `전체계` and 8 other fields	High correlation
`4등급` is highly overall correlated with `전체계` and 3 other fields	High correlation
`5등급` is highly overall correlated with `전체계` and 3 other fields	High correlation
`인지지원등급` is highly overall correlated with `인정자소계` and 2 other fields	High correlation
`등급외자소계` is highly overall correlated with `전체계` and 8 other fields	High correlation
`등급외A` is highly overall correlated with `전체계` and 8 other fields	High correlation
`등급외B` is highly overall correlated with `전체계` and 8 other fields	High correlation
`등급외C` is highly overall correlated with `전체계` and 8 other fields	High correlation
`구분2` is highly overall correlated with `전체계` and 8 other fields	High correlation
`2등급` has unique values	Unique
`3등급` has unique values	Unique
`등급외A` has unique values	Unique
`4등급` has 10 (35.7%) zeros	Zeros
`5등급` has 10 (35.7%) zeros	Zeros
`인지지원등급` has 18 (64.3%) zeros	Zeros

Reproduction

Analysis started	2023-12-12 09:09:07.276299
Analysis finished	2023-12-12 09:09:23.746012
Duration	16.47 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

구분1
Text

Distinct	14
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Memory size	356.0 B

Length

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

Characters and Unicode

Total characters	140
Distinct characters	11
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	2009년
2nd row	2009년
3rd row	2010년
4th row	2010년
5th row	2011년

Value	Count	Frequency (%)
2009년	2	7.1%
2010년	2	7.1%
2011년	2	7.1%
2012년	2	7.1%
2013년	2	7.1%
2014년	2	7.1%
2015년	2	7.1%
2016년	2	7.1%
2017년	2	7.1%
2018년	2	7.1%
Other values (4)	8	28.6%

Most occurring characters

Value	Count	Frequency (%)
2	38	27.1%
0	34	24.3%
년	28	20.0%
1	24	17.1%
9	4	2.9%
3	2	1.4%
4	2	1.4%
5	2	1.4%
6	2	1.4%
7	2	1.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	112	80.0%
Other Letter	28	20.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	38	33.9%
0	34	30.4%
1	24	21.4%
9	4	3.6%
3	2	1.8%
4	2	1.8%
5	2	1.8%
6	2	1.8%
7	2	1.8%
8	2	1.8%

Other Letter

Value	Count	Frequency (%)
년	28	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	112	80.0%
Hangul	28	20.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	38	33.9%
0	34	30.4%
1	24	21.4%
9	4	3.6%
3	2	1.8%
4	2	1.8%
5	2	1.8%
6	2	1.8%
7	2	1.8%
8	2	1.8%

Hangul

Value	Count	Frequency (%)
년	28	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	112	80.0%
Hangul	28	20.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	38	33.9%
0	34	30.4%
1	24	21.4%
9	4	3.6%
3	2	1.8%
4	2	1.8%
5	2	1.8%
6	2	1.8%
7	2	1.8%
8	2	1.8%

Hangul

Value	Count	Frequency (%)
년	28	100.0%

구분2
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Memory size	356.0 B

인원	14
비율	14

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	인원
2nd row	비율
3rd row	인원
4th row	비율
5th row	인원

Common Values

Value	Count	Frequency (%)
인원	14	50.0%
비율	14	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
인원	14	50.0%
비율	14	50.0%

전체계
Real number (ℝ)

HIGH CORRELATION

Distinct	15
Distinct (%)	53.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	358576.21

Minimum	100
Maximum	1160850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	100
5-th percentile	100
Q1	100
median	195315
Q3	643319.25
95-th percentile	1065948.3
Maximum	1160850
Range	1160750
Interquartile range (IQR)	643219.25

Descriptive statistics

Standard deviation	404517.57
Coefficient of variation (CV)	1.1281216
Kurtosis	-1.082496
Mean	358576.21
Median Absolute Deviation (MAD)	195215
Skewness	0.58793727
Sum	10040134
Variance	1.6363446 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
100	14	50.0%
390530	1	3.6%
465777	1	3.6%
478446	1	3.6%
495445	1	3.6%
535328	1	3.6%
585386	1	3.6%
630757	1	3.6%
681006	1	3.6%
749809	1	3.6%
Other values (5)	5	17.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
100	14	50.0%
390530	1	3.6%
465777	1	3.6%
478446	1	3.6%
495445	1	3.6%
535328	1	3.6%
585386	1	3.6%
630757	1	3.6%
681006	1	3.6%
749809	1	3.6%

Value	Count	Frequency (%)
1160850	1	3.6%
1097462	1	3.6%
1007423	1	3.6%
929003	1	3.6%
831512	1	3.6%
749809	1	3.6%
681006	1	3.6%
630757	1	3.6%
585386	1	3.6%
535328	1	3.6%

인정자소계
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	282848.91

Minimum	67.8
Maximum	1019130
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	67.8
5-th percentile	68.22
Q1	75.775
median	143497.4
Q3	480776.5
95-th percentile	920076.55
Maximum	1019130
Range	1019062.2
Interquartile range (IQR)	480700.72

Descriptive statistics

Standard deviation	336071.03
Coefficient of variation (CV)	1.1881645
Kurtosis	-0.5053591
Mean	282848.91
Median Absolute Deviation (MAD)	143429.6
Skewness	0.84213552
Sum	7919769.6
Variance	1.1294374 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
67.8	2	7.1%
286907.0	1	3.6%
585287.0	1	3.6%
87.8	1	3.6%
1019130.0	1	3.6%
86.9	1	3.6%
953511.0	1	3.6%
85.2	1	3.6%
857984.0	1	3.6%
83.1	1	3.6%
Other values (17)	17	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
67.8	2	7.1%
69.0	1	3.6%
70.7	1	3.6%
72.5	1	3.6%
73.5	1	3.6%
74.2	1	3.6%
76.3	1	3.6%
78.1	1	3.6%
80.7	1	3.6%
83.1	1	3.6%

Value	Count	Frequency (%)
1019130.0	1	3.6%
953511.0	1	3.6%
857984.0	1	3.6%
772206.0	1	3.6%
670810.0	1	3.6%
585287.0	1	3.6%
519850.0	1	3.6%
467752.0	1	3.6%
424572.0	1	3.6%
378493.0	1	3.6%

1등급
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21735.846

Minimum	4.3
Maximum	54368
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	4.3
5-th percentile	4.335
Q1	6
median	18648.45
Q3	43125.5
95-th percentile	49194.9
Maximum	54368
Range	54363.7
Interquartile range (IQR)	43119.5

Descriptive statistics

Standard deviation	22408.029
Coefficient of variation (CV)	1.0309251
Kurtosis	-2.0253315
Mean	21735.846
Median Absolute Deviation (MAD)	18644.15
Skewness	0.081158529
Sum	608603.7
Variance	5.0211976 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
6.0	2	7.1%
4.3	2	7.1%
40917.0	1	3.6%
49946.0	1	3.6%
4.4	1	3.6%
47800.0	1	3.6%
43040.0	1	3.6%
4.8	1	3.6%
44504.0	1	3.6%
5.4	1	3.6%
Other values (16)	16	57.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.3	2	7.1%
4.4	1	3.6%
4.8	1	3.6%
5.4	1	3.6%
5.8	1	3.6%
6.0	2	7.1%
6.4	1	3.6%
7.0	1	3.6%
7.7	1	3.6%
8.6	1	3.6%

Value	Count	Frequency (%)
54368.0	1	3.6%
49946.0	1	3.6%
47800.0	1	3.6%
46994.0	1	3.6%
45111.0	1	3.6%
44504.0	1	3.6%
43382.0	1	3.6%
43040.0	1	3.6%
41326.0	1	3.6%
40917.0	1	3.6%

2등급
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	28
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39387.271

Minimum	8.1
Maximum	94233
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	8.1
5-th percentile	8.47
Q1	11.2
median	35318.6
Q3	73958.25
95-th percentile	90548.95
Maximum	94233
Range	94224.9
Interquartile range (IQR)	73947.05

Descriptive statistics

Standard deviation	40534.222
Coefficient of variation (CV)	1.0291198
Kurtosis	-2.0438622
Mean	39387.271
Median Absolute Deviation (MAD)	35310.35
Skewness	0.070232111
Sum	1102843.6
Variance	1.6430232 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
71093.0	1	3.6%
10.9	1	3.6%
8.1	1	3.6%
94233.0	1	3.6%
8.4	1	3.6%
92461.0	1	3.6%
8.6	1	3.6%
86998.0	1	3.6%
9.3	1	3.6%
86678.0	1	3.6%
Other values (18)	18	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.1	1	3.6%
8.4	1	3.6%
8.6	1	3.6%
9.3	1	3.6%
10.2	1	3.6%
10.6	1	3.6%
10.9	1	3.6%
11.3	1	3.6%
12.3	1	3.6%
13.4	1	3.6%

Value	Count	Frequency (%)
94233.0	1	3.6%
92461.0	1	3.6%
86998.0	1	3.6%
86678.0	1	3.6%
84751.0	1	3.6%
79853.0	1	3.6%
74334.0	1	3.6%
73833.0	1	3.6%
72640.0	1	3.6%
72100.0	1	3.6%

3등급
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	28
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	107642.3

Minimum	23.7
Maximum	278520
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	23.7
5-th percentile	23.87
Q1	27.825
median	80748.15
Q3	210609
95-th percentile	266467.35
Maximum	278520
Range	278496.3
Interquartile range (IQR)	210581.17

Descriptive statistics

Standard deviation	112603.88
Coefficient of variation (CV)	1.0460932
Kurtosis	-1.8864157
Mean	107642.3
Median Absolute Deviation (MAD)	80724.4
Skewness	0.16843388
Sum	3013984.4
Variance	1.2679634 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
161446.0	1	3.6%
27.3	1	3.6%
24.0	1	3.6%
278520.0	1	3.6%
23.8	1	3.6%
261047.0	1	3.6%
23.7	1	3.6%
238697.0	1	3.6%
24.3	1	3.6%
226182.0	1	3.6%
Other values (18)	18	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.7	1	3.6%
23.8	1	3.6%
24.0	1	3.6%
24.3	1	3.6%
25.4	1	3.6%
26.2	1	3.6%
27.3	1	3.6%
28.0	1	3.6%
29.1	1	3.6%
41.4	1	3.6%

Value	Count	Frequency (%)
278520.0	1	3.6%
269386.0	1	3.6%
261047.0	1	3.6%
238697.0	1	3.6%
232907.0	1	3.6%
226182.0	1	3.6%
211098.0	1	3.6%
210446.0	1	3.6%
196167.0	1	3.6%
195167.0	1	3.6%

4등급
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	91481.246

Minimum	0
Maximum	459316
Zeros	10
Zeros (%)	35.7%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	30.85
Q3	169294.25
95-th percentile	407680.85
Maximum	459316
Range	459316
Interquartile range (IQR)	169294.25

Descriptive statistics

Standard deviation	149763.13
Coefficient of variation (CV)	1.637091
Kurtosis	0.58099741
Mean	91481.246
Median Absolute Deviation (MAD)	30.85
Skewness	1.3913815
Sum	2561474.9
Variance	2.2428995 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0.0	10	35.7%
134032.0	1	3.6%
39.6	1	3.6%
459316.0	1	3.6%
38.6	1	3.6%
423595.0	1	3.6%
37.5	1	3.6%
378126.0	1	3.6%
35.1	1	3.6%
325901.0	1	3.6%
Other values (9)	9	32.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	10	35.7%
22.9	1	3.6%
25.8	1	3.6%
27.7	1	3.6%
29.9	1	3.6%
31.8	1	3.6%
35.1	1	3.6%
37.5	1	3.6%
38.6	1	3.6%
39.6	1	3.6%

Value	Count	Frequency (%)
459316.0	1	3.6%
423595.0	1	3.6%
378126.0	1	3.6%
325901.0	1	3.6%
264681.0	1	3.6%
223884.0	1	3.6%
188888.0	1	3.6%
162763.0	1	3.6%
134032.0	1	3.6%
39.6	1	3.6%

5등급
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	67.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19321.389

Minimum	0
Maximum	113842
Zeros	10
Zeros (%)	35.7%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6.05
Q3	22081.75
95-th percentile	101155.55
Maximum	113842
Range	113842
Interquartile range (IQR)	22081.75

Descriptive statistics

Standard deviation	35301.207
Coefficient of variation (CV)	1.8270533
Kurtosis	1.9157026
Mean	19321.389
Median Absolute Deviation (MAD)	6.05
Skewness	1.7726541
Sum	540998.9
Variance	1.2461752 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0.0	10	35.7%
10456.0	1	3.6%
9.8	1	3.6%
113842.0	1	3.6%
9.7	1	3.6%
106107.0	1	3.6%
9.1	1	3.6%
91960.0	1	3.6%
7.9	1	3.6%
73294.0	1	3.6%
Other values (9)	9	32.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	10	35.7%
1.8	1	3.6%
3.1	1	3.6%
4.4	1	3.6%
5.6	1	3.6%
6.5	1	3.6%
7.9	1	3.6%
9.1	1	3.6%
9.7	1	3.6%
9.8	1	3.6%

Value	Count	Frequency (%)
113842.0	1	3.6%
106107.0	1	3.6%
91960.0	1	3.6%
73294.0	1	3.6%
53898.0	1	3.6%
42001.0	1	3.6%
29911.0	1	3.6%
19472.0	1	3.6%
10456.0	1	3.6%
9.8	1	3.6%

인지지원등급
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	11
Distinct (%)	39.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3280.8607

Minimum	0
Maximum	23273
Zeros	18
Zeros (%)	64.3%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.925
95-th percentile	21332.7
Maximum	23273
Range	23273
Interquartile range (IQR)	1.925

Descriptive statistics

Standard deviation	7417.7436
Coefficient of variation (CV)	2.2609139
Kurtosis	2.5949979
Mean	3280.8607
Median Absolute Deviation (MAD)	0
Skewness	2.0215481
Sum	91864.1
Variance	55022920
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0.0	18	64.3%
11271.0	1	3.6%
1.4	1	3.6%
15647.0	1	3.6%
1.7	1	3.6%
19163.0	1	3.6%
1.9	1	3.6%
22501.0	1	3.6%
2.1	1	3.6%
23273.0	1	3.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0	18	64.3%
1.4	1	3.6%
1.7	1	3.6%
1.9	1	3.6%
2.0	1	3.6%
2.1	1	3.6%
11271.0	1	3.6%
15647.0	1	3.6%
19163.0	1	3.6%
22501.0	1	3.6%

Value	Count	Frequency (%)
23273.0	1	3.6%
22501.0	1	3.6%
19163.0	1	3.6%
15647.0	1	3.6%
11271.0	1	3.6%
2.1	1	3.6%
2.0	1	3.6%
1.9	1	3.6%
1.7	1	3.6%
1.4	1	3.6%

등급외자소계
Real number (ℝ)

HIGH CORRELATION

Distinct	27
Distinct (%)	96.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75727.3

Minimum	12.2
Maximum	164522
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	12.2
5-th percentile	13.695
Q1	25.275
median	51827.6
Q3	154724.75
95-th percentile	162357.85
Maximum	164522
Range	164509.8
Interquartile range (IQR)	154699.48

Descriptive statistics

Standard deviation	77830.963
Coefficient of variation (CV)	1.0277795
Kurtosis	-2.1042162
Mean	75727.3
Median Absolute Deviation (MAD)	51814.95
Skewness	0.050502384
Sum	2120364.4
Variance	6.0576588 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
32.2	2	7.1%
103623.0	1	3.6%
164522.0	1	3.6%
12.2	1	3.6%
141720.0	1	3.6%
13.1	1	3.6%
143951.0	1	3.6%
14.8	1	3.6%
149439.0	1	3.6%
16.9	1	3.6%
Other values (17)	17	60.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.2	1	3.6%
13.1	1	3.6%
14.8	1	3.6%
16.9	1	3.6%
19.3	1	3.6%
21.9	1	3.6%
23.7	1	3.6%
25.8	1	3.6%
26.5	1	3.6%
27.5	1	3.6%

Value	Count	Frequency (%)
164522.0	1	3.6%
163005.0	1	3.6%
161156.0	1	3.6%
160814.0	1	3.6%
160702.0	1	3.6%
156835.0	1	3.6%
156797.0	1	3.6%
154034.0	1	3.6%
153657.0	1	3.6%
149783.0	1	3.6%

등급외A
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	28
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40629.475

Minimum	6.5
Maximum	95890
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	6.5
5-th percentile	7.08
Q1	12.7
median	30260.55
Q3	78151.5
95-th percentile	93048.9
Maximum	95890
Range	95883.5
Interquartile range (IQR)	78138.8

Descriptive statistics

Standard deviation	41876.647
Coefficient of variation (CV)	1.0306962
Kurtosis	-2.0483554
Mean	40629.475
Median Absolute Deviation (MAD)	30253.9
Skewness	0.075069584
Sum	1137625.3
Variance	1.7536535 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
60501.0	1	3.6%
11.5	1	3.6%
6.5	1	3.6%
74878.0	1	3.6%
6.8	1	3.6%
74838.0	1	3.6%
7.6	1	3.6%
76481.0	1	3.6%
8.4	1	3.6%
78462.0	1	3.6%
Other values (18)	18	64.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.5	1	3.6%
6.8	1	3.6%
7.6	1	3.6%
8.4	1	3.6%
9.4	1	3.6%
10.3	1	3.6%
11.5	1	3.6%
13.1	1	3.6%
14.6	1	3.6%
15.5	1	3.6%

Value	Count	Frequency (%)
95890.0	1	3.6%
93422.0	1	3.6%
92356.0	1	3.6%
89731.0	1	3.6%
85263.0	1	3.6%
82553.0	1	3.6%
78462.0	1	3.6%
78048.0	1	3.6%
77779.0	1	3.6%
77244.0	1	3.6%

등급외B
Real number (ℝ)

HIGH CORRELATION

Distinct	26
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27600.018

Minimum	4.3
Maximum	72491
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	4.3
5-th percentile	5.215
Q1	8.775
median	13717.25
Q3	54939.75
95-th percentile	69244.1
Maximum	72491
Range	72486.7
Interquartile range (IQR)	54930.975

Descriptive statistics

Standard deviation	29543.082
Coefficient of variation (CV)	1.0704008
Kurtosis	-1.8034134
Mean	27600.018
Median Absolute Deviation (MAD)	13712.65
Skewness	0.26453541
Sum	772800.5
Variance	8.7279371 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
10.5	2	7.1%
7.0	2	7.1%
27424.0	1	3.6%
72491.0	1	3.6%
4.3	1	3.6%
50385.0	1	3.6%
4.9	1	3.6%
53700.0	1	3.6%
5.8	1	3.6%
58659.0	1	3.6%
Other values (16)	16	57.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.3	1	3.6%
4.9	1	3.6%
5.8	1	3.6%
7.0	2	7.1%
8.4	1	3.6%
8.7	1	3.6%
8.8	1	3.6%
9.0	1	3.6%
9.7	1	3.6%
9.8	1	3.6%

Value	Count	Frequency (%)
72491.0	1	3.6%
69529.0	1	3.6%
68715.0	1	3.6%
65949.0	1	3.6%
64927.0	1	3.6%
61209.0	1	3.6%
58659.0	1	3.6%
53700.0	1	3.6%
52390.0	1	3.6%
50385.0	1	3.6%

등급외C
Real number (ℝ)

HIGH CORRELATION

Distinct	25
Distinct (%)	89.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7497.8143

Minimum	1.4
Maximum	17131
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	384.0 B

Quantile statistics

Minimum	1.4
5-th percentile	1.4
Q1	2.25
median	6699
Q3	14732.25
95-th percentile	16257.15
Maximum	17131
Range	17129.6
Interquartile range (IQR)	14730

Descriptive statistics

Standard deviation	7669.6052
Coefficient of variation (CV)	1.0229121
Kurtosis	-2.1120982
Mean	7497.8143
Median Absolute Deviation (MAD)	6697.6
Skewness	0.03050678
Sum	209938.8
Variance	58822844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
1.4	4	14.3%
15698.0	1	3.6%
4.0	1	3.6%
16457.0	1	3.6%
15413.0	1	3.6%
14299.0	1	3.6%
13408.0	1	3.6%
1.6	1	3.6%
13394.0	1	3.6%
2.0	1	3.6%
Other values (15)	15	53.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.4	4	14.3%
1.6	1	3.6%
2.0	1	3.6%
2.1	1	3.6%
2.3	1	3.6%
2.4	1	3.6%
2.7	1	3.6%
3.1	1	3.6%
3.3	1	3.6%
3.7	1	3.6%

Value	Count	Frequency (%)
17131.0	1	3.6%
16457.0	1	3.6%
15886.0	1	3.6%
15698.0	1	3.6%
15481.0	1	3.6%
15413.0	1	3.6%
14787.0	1	3.6%
14714.0	1	3.6%
14503.0	1	3.6%
14393.0	1	3.6%

Phik (φk)
Auto

Heatmap
Table

	구분1	구분2	전체계	인정자소계	1등급	2등급	3등급	4등급	5등급	인지지원등급	등급외자소계	등급외A	등급외B	등급외C
구분1	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.134	0.256	0.238	0.000	0.000	0.000	0.000
구분2	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.714	0.591	0.241	1.000	1.000	1.000	1.000
전체계	0.000	1.000	1.000	0.977	0.817	1.000	0.958	0.965	0.974	0.894	1.000	0.965	0.882	0.981
인정자소계	0.000	1.000	0.977	1.000	0.905	0.951	0.964	0.966	0.945	1.000	1.000	1.000	0.877	0.937
1등급	0.000	1.000	0.817	0.905	1.000	0.665	0.783	0.736	0.643	0.722	0.779	0.901	0.738	0.784
2등급	0.000	1.000	1.000	0.951	0.665	1.000	0.867	0.960	0.977	0.702	0.931	0.805	0.791	0.913
3등급	0.000	1.000	0.958	0.964	0.783	0.867	1.000	0.762	0.748	0.627	0.984	0.860	0.906	0.789
4등급	0.134	0.714	0.965	0.966	0.736	0.960	0.762	1.000	0.996	1.000	0.887	0.741	0.688	0.941
5등급	0.256	0.591	0.974	0.945	0.643	0.977	0.748	0.996	1.000	1.000	0.862	0.687	0.582	0.915
인지지원등급	0.238	0.241	0.894	1.000	0.722	0.702	0.627	1.000	1.000	1.000	0.612	0.825	0.535	0.625
등급외자소계	0.000	1.000	1.000	1.000	0.779	0.931	0.984	0.887	0.862	0.612	1.000	0.912	0.904	0.890
등급외A	0.000	1.000	0.965	1.000	0.901	0.805	0.860	0.741	0.687	0.825	0.912	1.000	0.898	0.746
등급외B	0.000	1.000	0.882	0.877	0.738	0.791	0.906	0.688	0.582	0.535	0.904	0.898	1.000	0.856
등급외C	0.000	1.000	0.981	0.937	0.784	0.913	0.789	0.941	0.915	0.625	0.890	0.746	0.856	1.000

Heatmap
Table

	전체계	인정자소계	1등급	2등급	3등급	4등급	5등급	인지지원등급	등급외자소계	등급외A	등급외B	등급외C	구분2
전체계	1.000	0.936	0.834	0.918	0.880	0.625	0.625	0.380	0.800	0.729	0.874	0.750	0.877
인정자소계	0.936	1.000	0.666	0.743	0.706	0.735	0.735	0.526	0.624	0.559	0.745	0.588	0.855
1등급	0.834	0.666	1.000	0.936	0.875	0.224	0.224	0.090	0.785	0.786	0.774	0.918	0.941
2등급	0.918	0.743	0.936	1.000	0.929	0.388	0.388	0.184	0.841	0.805	0.849	0.852	0.961
3등급	0.880	0.706	0.875	0.929	1.000	0.234	0.234	0.125	0.822	0.857	0.814	0.869	0.920
4등급	0.625	0.735	0.224	0.388	0.234	1.000	1.000	0.726	0.217	-0.005	0.447	0.016	0.472
5등급	0.625	0.735	0.224	0.388	0.234	1.000	1.000	0.726	0.217	-0.005	0.447	0.016	0.382
인지지원등급	0.380	0.526	0.090	0.184	0.125	0.726	0.726	1.000	-0.183	-0.220	-0.004	-0.137	0.268
등급외자소계	0.800	0.624	0.785	0.841	0.822	0.217	0.217	-0.183	1.000	0.919	0.922	0.803	0.961
등급외A	0.729	0.559	0.786	0.805	0.857	-0.005	-0.005	-0.220	0.919	1.000	0.797	0.882	0.941
등급외B	0.874	0.745	0.774	0.849	0.814	0.447	0.447	-0.004	0.922	0.797	1.000	0.714	0.899
등급외C	0.750	0.588	0.918	0.852	0.869	0.016	0.016	-0.137	0.803	0.882	0.714	1.000	0.961
구분2	0.877	0.855	0.941	0.961	0.920	0.472	0.382	0.268	0.961	0.941	0.899	0.961	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

	구분1	구분2	전체계	인정자소계	1등급	2등급	3등급	등급외자소계	등급외A	등급외B	등급외C
0	2009년	인원	390530	286907.0	54368.0	71093.0	161446.0	103623.0	60501.0	27424.0	15698.0
1	2009년	비율	100	73.5	13.9	18.2	41.4	26.5	15.5	7.0	4.0
2	2010년	인원	465777	315994.0	46994.0	73833.0	195167.0	149783.0	92356.0	40296.0	17131.0
3	2010년	비율	100	67.8	10.1	15.8	41.9	32.2	19.8	8.7	3.7
4	2011년	인원	478446	324412.0	41326.0	72640.0	210446.0	154034.0	95890.0	42258.0	15886.0
5	2011년	비율	100	67.8	8.6	15.2	44.0	32.2	20.1	8.8	3.3
6	2012년	인원	495445	341788.0	38262.0	70619.0	232907.0	153657.0	93422.0	44754.0	15481.0
7	2012년	비율	100	69.0	7.7	14.3	47.0	31.0	18.9	9.0	3.1
8	2013년	인원	535328	378493.0	37283.0	71824.0	269386.0	156835.0	89731.0	52390.0	14714.0
9	2013년	비율	100	70.7	7.0	13.4	50.3	29.3	16.8	9.8	2.7

	구분1	구분2	전체계	인정자소계	1등급	2등급	3등급	4등급	5등급	인지지원등급	등급외자소계	등급외A	등급외B	등급외C
18	2018년	인원	831512	670810.0	45111.0	84751.0	211098.0	264681.0	53898.0	11271.0	160702.0	77779.0	69529.0	13394.0
19	2018년	비율	100	80.7	5.4	10.2	25.4	31.8	6.5	1.4	19.3	9.4	8.4	1.6
20	2019년	인원	929003	772206.0	44504.0	86678.0	226182.0	325901.0	73294.0	15647.0	156797.0	78462.0	64927.0	13408.0
21	2019년	비율	100	83.1	4.8	9.3	24.3	35.1	7.9	1.7	16.9	8.4	7.0	1.4
22	2020년	인원	1007423	857984.0	43040.0	86998.0	238697.0	378126.0	91960.0	19163.0	149439.0	76481.0	58659.0	14299.0
23	2020년	비율	100	85.2	4.3	8.6	23.7	37.5	9.1	1.9	14.8	7.6	5.8	1.4
24	2021년	인원	1097462	953511.0	47800.0	92461.0	261047.0	423595.0	106107.0	22501.0	143951.0	74838.0	53700.0	15413.0
25	2021년	비율	100	86.9	4.4	8.4	23.8	38.6	9.7	2.1	13.1	6.8	4.9	1.4
26	2022년	인원	1160850	1019130.0	49946.0	94233.0	278520.0	459316.0	113842.0	23273.0	141720.0	74878.0	50385.0	16457.0
27	2022년	비율	100	87.8	4.3	8.1	24.0	39.6	9.8	2.0	12.2	6.5	4.3	1.4

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Letter

Most occurring scripts

Most frequent character per script

Common

Hangul

Most occurring blocks

Most frequent character per block

ASCII

Hangul

Common Values

Length

Common Values (Plot)

Interactions

Correlations

Missing values

Sample