gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	204
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	19.7 KiB
Average record size in memory	98.6 B

Variable types

Numeric	10
Categorical	1

Dataset

Description	경기도_시도별 등록장애인 집계현황(장애정도별)
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=QF8IPFEDF3VO3NB7NF3E24765665&infSeq=1

Alerts

`기준년도` is highly overall correlated with `1급장애인수(명)` and 7 other fields	High correlation
`합계(명)` is highly overall correlated with `시도명`	High correlation
`1급장애인수(명)` is highly overall correlated with `기준년도` and 8 other fields	High correlation
`2급장애인수(명)` is highly overall correlated with `기준년도` and 8 other fields	High correlation
`3급장애인수(명)` is highly overall correlated with `기준년도` and 8 other fields	High correlation
`4급장애인수(명)` is highly overall correlated with `기준년도` and 8 other fields	High correlation
`5급장애인수(명)` is highly overall correlated with `기준년도` and 8 other fields	High correlation
`6급장애인수(명)` is highly overall correlated with `기준년도` and 8 other fields	High correlation
`심한 장애인수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`심하지 않은 장애인수(명)` is highly overall correlated with `기준년도` and 8 other fields	High correlation
`시도명` is highly overall correlated with `합계(명)` and 7 other fields	High correlation
`합계(명)` has unique values	Unique
`1급장애인수(명)` has 85 (41.7%) zeros	Zeros
`2급장애인수(명)` has 85 (41.7%) zeros	Zeros
`3급장애인수(명)` has 85 (41.7%) zeros	Zeros
`4급장애인수(명)` has 85 (41.7%) zeros	Zeros
`5급장애인수(명)` has 85 (41.7%) zeros	Zeros
`6급장애인수(명)` has 85 (41.7%) zeros	Zeros
`심한 장애인수(명)` has 119 (58.3%) zeros	Zeros
`심하지 않은 장애인수(명)` has 119 (58.3%) zeros	Zeros

Reproduction

Analysis started	2024-04-11 05:21:20.231887
Analysis finished	2024-04-11 05:21:29.517756
Duration	9.29 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2017.5

Minimum	2012
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	2012
5-th percentile	2012
Q1	2014.75
median	2017.5
Q3	2020.25
95-th percentile	2023
Maximum	2023
Range	11
Interquartile range (IQR)	5.5

Descriptive statistics

Standard deviation	3.4605447
Coefficient of variation (CV)	0.0017152638
Kurtosis	-1.2171428
Mean	2017.5
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	411570
Variance	11.975369
Monotonicity	Decreasing

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
2023	17	8.3%
2022	17	8.3%
2021	17	8.3%
2020	17	8.3%
2019	17	8.3%
2018	17	8.3%
2017	17	8.3%
2016	17	8.3%
2015	17	8.3%
2014	17	8.3%
Other values (2)	34	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2012	17	8.3%
2013	17	8.3%
2014	17	8.3%
2015	17	8.3%
2016	17	8.3%
2017	17	8.3%
2018	17	8.3%
2019	17	8.3%
2020	17	8.3%
2021	17	8.3%

Value	Count	Frequency (%)
2023	17	8.3%
2022	17	8.3%
2021	17	8.3%
2020	17	8.3%
2019	17	8.3%
2018	17	8.3%
2017	17	8.3%
2016	17	8.3%
2015	17	8.3%
2014	17	8.3%

시도명
Categorical

HIGH CORRELATION

Distinct	17
Distinct (%)	8.3%
Missing	0
Missing (%)	0.0%
Memory size	1.7 KiB

강원	12
경기	12
경남	12
경북	12
광주	12
Other values (12)	144

Length

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

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	강원
2nd row	경기
3rd row	경남
4th row	경북
5th row	광주

Common Values

Value	Count	Frequency (%)
강원	12	5.9%
경기	12	5.9%
경남	12	5.9%
경북	12	5.9%
광주	12	5.9%
대구	12	5.9%
대전	12	5.9%
부산	12	5.9%
서울	12	5.9%
세종	12	5.9%
Other values (7)	84	41.2%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
강원	12	5.9%
세종	12	5.9%
충남	12	5.9%
제주	12	5.9%
전북	12	5.9%
전남	12	5.9%
인천	12	5.9%
울산	12	5.9%
서울	12	5.9%
경기	12	5.9%
Other values (7)	84	41.2%

합계(명)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	204
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	151132.85

Minimum	7081
Maximum	586421
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	7081
5-th percentile	12875.15
Q1	71436.25
median	129979
Q3	169998.25
95-th percentile	506322.25
Maximum	586421
Range	579340
Interquartile range (IQR)	98562

Descriptive statistics

Standard deviation	128723.01
Coefficient of variation (CV)	0.85172095
Kurtosis	3.3389938
Mean	151132.85
Median Absolute Deviation (MAD)	46521.5
Skewness	1.9345843
Sum	30831101
Variance	1.6569614 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100520	1	0.5%
115694	1	0.5%
141578	1	0.5%
130345	1	0.5%
34278	1	0.5%
126406	1	0.5%
94688	1	0.5%
98324	1	0.5%
512882	1	0.5%
179070	1	0.5%
Other values (194)	194	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7081	1	0.5%
7202	1	0.5%
7943	1	0.5%
9079	1	0.5%
9845	1	0.5%
10623	1	0.5%
11404	1	0.5%
12046	1	0.5%
12346	1	0.5%
12630	1	0.5%

Value	Count	Frequency (%)
586421	1	0.5%
584834	1	0.5%
578668	1	0.5%
569726	1	0.5%
559878	1	0.5%
547386	1	0.5%
533259	1	0.5%
522437	1	0.5%
512882	1	0.5%
508330	1	0.5%

1급장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	118
Distinct (%)	57.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6849.6716

Minimum	0
Maximum	43515
Zeros	85
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3909.5
Q3	9480.25
95-th percentile	33272.15
Maximum	43515
Range	43515
Interquartile range (IQR)	9480.25

Descriptive statistics

Standard deviation	9803.8468
Coefficient of variation (CV)	1.4312871
Kurtosis	5.3599843
Mean	6849.6716
Median Absolute Deviation (MAD)	3909.5
Skewness	2.2775732
Sum	1397333
Variance	96115412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	41.7%
3342	2	1.0%
9340	2	1.0%
3881	1	0.5%
13670	1	0.5%
42107	1	0.5%
7992	1	0.5%
7606	1	0.5%
9396	1	0.5%
3317	1	0.5%
Other values (108)	108	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	41.7%
572	1	0.5%
593	1	0.5%
598	1	0.5%
703	1	0.5%
761	1	0.5%
798	1	0.5%
844	1	0.5%
3294	1	0.5%
3295	1	0.5%

Value	Count	Frequency (%)
43515	1	0.5%
43247	1	0.5%
42597	1	0.5%
42568	1	0.5%
42268	1	0.5%
42107	1	0.5%
42047	1	0.5%
34851	1	0.5%
34261	1	0.5%
33813	1	0.5%

2급장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	119
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11623.794

Minimum	0
Maximum	71984
Zeros	85
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6024
Q3	17259.5
95-th percentile	52931.8
Maximum	71984
Range	71984
Interquartile range (IQR)	17259.5

Descriptive statistics

Standard deviation	16076.447
Coefficient of variation (CV)	1.3830637
Kurtosis	4.3817293
Mean	11623.794
Median Absolute Deviation (MAD)	6024
Skewness	2.0530499
Sum	2371254
Variance	2.5845216 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	41.7%
52680	2	1.0%
53716	1	0.5%
23938	1	0.5%
25188	1	0.5%
66627	1	0.5%
13316	1	0.5%
12877	1	0.5%
17067	1	0.5%
4305	1	0.5%
Other values (109)	109	53.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	41.7%
1045	1	0.5%
1049	1	0.5%
1129	1	0.5%
1259	1	0.5%
1347	1	0.5%
1429	1	0.5%
1520	1	0.5%
4276	1	0.5%
4290	1	0.5%

Value	Count	Frequency (%)
71984	1	0.5%
70569	1	0.5%
68948	1	0.5%
67591	1	0.5%
67019	1	0.5%
66673	1	0.5%
66627	1	0.5%
55775	1	0.5%
54519	1	0.5%
53716	1	0.5%

3급장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	120
Distinct (%)	58.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14932.51

Minimum	0
Maximum	92298
Zeros	85
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8437
Q3	23002.5
95-th percentile	65630
Maximum	92298
Range	92298
Interquartile range (IQR)	23002.5

Descriptive statistics

Standard deviation	20414.262
Coefficient of variation (CV)	1.3671019
Kurtosis	4.4717428
Mean	14932.51
Median Absolute Deviation (MAD)	8437
Skewness	2.0449029
Sum	3046232
Variance	4.1674209 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	41.7%
1565	1	0.5%
30225	1	0.5%
31047	1	0.5%
86305	1	0.5%
18696	1	0.5%
17095	1	0.5%
22102	1	0.5%
5947	1	0.5%
22993	1	0.5%
Other values (110)	110	53.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	41.7%
1241	1	0.5%
1250	1	0.5%
1356	1	0.5%
1565	1	0.5%
1669	1	0.5%
1783	1	0.5%
1917	1	0.5%
5823	1	0.5%
5859	1	0.5%

Value	Count	Frequency (%)
92298	1	0.5%
90114	1	0.5%
88666	1	0.5%
87519	1	0.5%
86638	1	0.5%
86305	1	0.5%
86181	1	0.5%
67501	1	0.5%
67001	1	0.5%
66419	1	0.5%

4급장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	119
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12967.407

Minimum	0
Maximum	78751
Zeros	85
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6541
Q3	20558.25
95-th percentile	58444.35
Maximum	78751
Range	78751
Interquartile range (IQR)	20558.25

Descriptive statistics

Standard deviation	17753.317
Coefficient of variation (CV)	1.3690722
Kurtosis	4.0857198
Mean	12967.407
Median Absolute Deviation (MAD)	6541
Skewness	1.9883677
Sum	2645351
Variance	3.1518025 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	41.7%
14031	2	1.0%
25202	1	0.5%
26422	1	0.5%
26849	1	0.5%
73586	1	0.5%
15185	1	0.5%
18631	1	0.5%
5173	1	0.5%
20948	1	0.5%
Other values (109)	109	53.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	41.7%
1079	1	0.5%
1106	1	0.5%
1187	1	0.5%
1289	1	0.5%
1373	1	0.5%
1464	1	0.5%
1574	1	0.5%
5173	1	0.5%
5208	1	0.5%

Value	Count	Frequency (%)
78751	1	0.5%
76399	1	0.5%
74761	1	0.5%
74190	1	0.5%
73586	1	0.5%
73327	1	0.5%
73250	1	0.5%
62213	1	0.5%
61077	1	0.5%
59771	1	0.5%

5급장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	120
Distinct (%)	58.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18366.123

Minimum	0
Maximum	117750
Zeros	85
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	10671
Q3	28685.5
95-th percentile	83367.6
Maximum	117750
Range	117750
Interquartile range (IQR)	28685.5

Descriptive statistics

Standard deviation	25475.016
Coefficient of variation (CV)	1.3870655
Kurtosis	4.5794132
Mean	18366.123
Median Absolute Deviation (MAD)	10671
Skewness	2.0823617
Sum	3746689
Variance	6.4897642 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	41.7%
1900	1	0.5%
35686	1	0.5%
39685	1	0.5%
106597	1	0.5%
22129	1	0.5%
19474	1	0.5%
26397	1	0.5%
6428	1	0.5%
28716	1	0.5%
Other values (110)	110	53.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	41.7%
1467	1	0.5%
1502	1	0.5%
1656	1	0.5%
1900	1	0.5%
2070	1	0.5%
2276	1	0.5%
2480	1	0.5%
6280	1	0.5%
6355	1	0.5%

Value	Count	Frequency (%)
117750	1	0.5%
112962	1	0.5%
110037	1	0.5%
107271	1	0.5%
106706	1	0.5%
106597	1	0.5%
106227	1	0.5%
85870	1	0.5%
84835	1	0.5%
84535	1	0.5%

6급장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	119
Distinct (%)	58.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21729.618

Minimum	0
Maximum	143088
Zeros	85
Zeros (%)	41.7%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	13708
Q3	31972.75
95-th percentile	100741.2
Maximum	143088
Range	143088
Interquartile range (IQR)	31972.75

Descriptive statistics

Standard deviation	30808.746
Coefficient of variation (CV)	1.4178227
Kurtosis	5.3146753
Mean	21729.618
Median Absolute Deviation (MAD)	13708
Skewness	2.2323843
Sum	4432842
Variance	9.4917881 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	85	41.7%
23658	2	1.0%
39896	1	0.5%
43091	1	0.5%
131242	1	0.5%
22342	1	0.5%
22529	1	0.5%
31128	1	0.5%
7819	1	0.5%
31516	1	0.5%
Other values (109)	109	53.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	85	41.7%
1652	1	0.5%
1727	1	0.5%
2017	1	0.5%
2363	1	0.5%
2625	1	0.5%
2873	1	0.5%
3069	1	0.5%
7389	1	0.5%
7609	1	0.5%

Value	Count	Frequency (%)
143088	1	0.5%
139968	1	0.5%
137428	1	0.5%
134906	1	0.5%
133016	1	0.5%
131242	1	0.5%
129334	1	0.5%
101742	1	0.5%
101675	1	0.5%
101318	1	0.5%

심한 장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	86
Distinct (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24332.064

Minimum	0
Maximum	215561
Zeros	119
Zeros (%)	58.3%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	38602.5
95-th percentile	110083.3
Maximum	215561
Range	215561
Interquartile range (IQR)	38602.5

Descriptive statistics

Standard deviation	43339.027
Coefficient of variation (CV)	1.7811488
Kurtosis	8.0723945
Mean	24332.064
Median Absolute Deviation (MAD)	0
Skewness	2.6801029
Sum	4963741
Variance	1.8782712 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	119	58.3%
37436	1	0.5%
27795	1	0.5%
50771	1	0.5%
53128	1	0.5%
18940	1	0.5%
4630	1	0.5%
148970	1	0.5%
67332	1	0.5%
28418	1	0.5%
Other values (76)	76	37.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	119	58.3%
4516	1	0.5%
4630	1	0.5%
4732	1	0.5%
4804	1	0.5%
4907	1	0.5%
14263	1	0.5%
14356	1	0.5%
14400	1	0.5%
14460	1	0.5%

Value	Count	Frequency (%)
215561	1	0.5%
215402	1	0.5%
213806	1	0.5%
211870	1	0.5%
209835	1	0.5%
149906	1	0.5%
148970	1	0.5%
147861	1	0.5%
147334	1	0.5%
146174	1	0.5%

심하지 않은 장애인수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	86
Distinct (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40331.662

Minimum	0
Maximum	370860
Zeros	119
Zeros (%)	58.3%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	63498.25
95-th percentile	119120.9
Maximum	370860
Range	370860
Interquartile range (IQR)	63498.25

Descriptive statistics

Standard deviation	72426.67
Coefficient of variation (CV)	1.795777
Kurtosis	8.6975297
Mean	40331.662
Median Absolute Deviation (MAD)	0
Skewness	2.7570199
Sum	8227659
Variance	5.2456226 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	119	58.3%
63084	1	0.5%
42266	1	0.5%
90171	1	0.5%
93193	1	0.5%
32182	1	0.5%
7716	1	0.5%
245220	1	0.5%
108961	1	0.5%
44435	1	0.5%
Other values (76)	76	37.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	119	58.3%
7530	1	0.5%
7716	1	0.5%
7898	1	0.5%
8037	1	0.5%
8059	1	0.5%
22024	1	0.5%
22299	1	0.5%
22458	1	0.5%
22476	1	0.5%

Value	Count	Frequency (%)
370860	1	0.5%
369432	1	0.5%
364862	1	0.5%
357856	1	0.5%
350043	1	0.5%
245220	1	0.5%
244937	1	0.5%
244525	1	0.5%
244262	1	0.5%
243621	1	0.5%

Phik (φk)
Auto

Heatmap
Table

	기준년도	시도명	합계(명)	1급장애인수(명)	2급장애인수(명)	3급장애인수(명)	4급장애인수(명)	5급장애인수(명)	6급장애인수(명)	심한 장애인수(명)	심하지 않은 장애인수(명)
기준년도	1.000	0.000	0.000	0.517	0.517	0.520	0.517	0.503	0.502	0.512	0.538
시도명	0.000	1.000	0.953	0.855	0.888	0.883	0.888	0.844	0.842	0.773	0.800
합계(명)	0.000	0.953	1.000	0.918	0.799	0.790	0.800	0.926	0.918	0.918	0.815
1급장애인수(명)	0.517	0.855	0.918	1.000	0.972	0.962	0.962	0.986	0.996	0.571	0.416
2급장애인수(명)	0.517	0.888	0.799	0.972	1.000	1.000	0.999	0.965	0.965	0.416	0.631
3급장애인수(명)	0.520	0.883	0.790	0.962	1.000	1.000	0.998	0.957	0.955	0.416	0.631
4급장애인수(명)	0.517	0.888	0.800	0.962	0.999	0.998	1.000	0.952	0.957	0.416	0.631
5급장애인수(명)	0.503	0.844	0.926	0.986	0.965	0.957	0.952	1.000	0.986	0.571	0.416
6급장애인수(명)	0.502	0.842	0.918	0.996	0.965	0.955	0.957	0.986	1.000	0.571	0.416
심한 장애인수(명)	0.512	0.773	0.918	0.571	0.416	0.416	0.416	0.571	0.571	1.000	0.965
심하지 않은 장애인수(명)	0.538	0.800	0.815	0.416	0.631	0.631	0.631	0.416	0.416	0.965	1.000

Heatmap
Table

	기준년도	합계(명)	1급장애인수(명)	2급장애인수(명)	3급장애인수(명)	4급장애인수(명)	5급장애인수(명)	6급장애인수(명)	심한 장애인수(명)	심하지 않은 장애인수(명)	시도명
기준년도	1.000	0.062	-0.771	-0.760	-0.751	-0.760	-0.749	-0.742	0.815	0.821	0.000
합계(명)	0.062	1.000	0.290	0.293	0.294	0.293	0.294	0.292	0.254	0.252	0.814
1급장애인수(명)	-0.771	0.290	1.000	0.995	0.996	0.995	0.994	0.996	-0.846	-0.846	0.595
2급장애인수(명)	-0.760	0.293	0.995	1.000	0.999	0.999	0.999	0.996	-0.846	-0.846	0.662
3급장애인수(명)	-0.751	0.294	0.996	0.999	1.000	0.998	0.999	0.998	-0.846	-0.846	0.652
4급장애인수(명)	-0.760	0.293	0.995	0.999	0.998	1.000	0.999	0.995	-0.846	-0.846	0.662
5급장애인수(명)	-0.749	0.294	0.994	0.999	0.999	0.999	1.000	0.997	-0.846	-0.846	0.576
6급장애인수(명)	-0.742	0.292	0.996	0.996	0.998	0.995	0.997	1.000	-0.846	-0.846	0.572
심한 장애인수(명)	0.815	0.254	-0.846	-0.846	-0.846	-0.846	-0.846	-0.846	1.000	0.998	0.477
심하지 않은 장애인수(명)	0.821	0.252	-0.846	-0.846	-0.846	-0.846	-0.846	-0.846	0.998	1.000	0.523
시도명	0.000	0.814	0.595	0.662	0.652	0.662	0.576	0.572	0.477	0.523	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

	기준년도	시도명	합계(명)	심한 장애인수(명)	심하지 않은 장애인수(명)
0	2023	강원	100520	37436	63084
1	2023	경기	586421	215561	370860
2	2023	경남	188825	70543	118282
3	2023	경북	178341	64205	114136
4	2023	광주	69314	27733	41581
5	2023	대구	130520	47012	83508
6	2023	대전	71440	28066	43374
7	2023	부산	175467	66295	109172
8	2023	서울	389795	146174	243621
9	2023	세종	12944	4907	8037

	기준년도	시도명	합계(명)	1급장애인수(명)	2급장애인수(명)	3급장애인수(명)	4급장애인수(명)	5급장애인수(명)	6급장애인수(명)
194	2012	부산	170743	13578	23692	30408	26001	34409	42655
195	2012	서울	407528	34851	55775	67501	62213	85870	101318
196	2012	세종	7081	593	1049	1241	1079	1467	1652
197	2012	울산	48982	3943	5994	8409	6621	10675	13340
198	2012	인천	133467	10876	17219	22887	20691	28384	33410
199	2012	전남	145788	10313	20413	23805	25898	31869	33490
200	2012	전북	133054	9631	18038	23275	21841	29224	31045
201	2012	제주	32405	3362	4276	5823	5275	6280	7389
202	2012	충남	124872	9680	17401	21989	19035	26469	30298
203	2012	충북	94137	7889	13153	17117	14363	19762	21853

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample