gimi9 Pandas Profiling

Dataset statistics

Number of variables	18
Number of observations	204
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	32.2 KiB
Average record size in memory	161.6 B

Variable types

Numeric	17
Categorical	1

Dataset

Description	경기도_시도별 등록장애인 집계현황(장애유형별)
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=OU3X9JYZQ4ACDZVOD5FX24748190&infSeq=1

Alerts

`합계(명)` is highly overall correlated with `지체장애인수(명)` and 15 other fields	High correlation
`지체장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`뇌병변장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`시각장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`청각장애인수(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`언어장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`안면장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`신장장애인수(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`심장장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`간장애인수(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`호흡기장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`장루요루장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`뇌전증장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`지적장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`정신장애인수(명)` is highly overall correlated with `합계(명)` and 15 other fields	High correlation
`자폐성장애인수(명)` is highly overall correlated with `합계(명)` and 14 other fields	High correlation
`시도명` is highly overall correlated with `합계(명)` and 11 other fields	High correlation
`합계(명)` has unique values	Unique
`지체장애인수(명)` has unique values	Unique
`신장장애인수(명)` has unique values	Unique

Reproduction

Analysis started	2024-04-11 05:22:08.652509
Analysis finished	2024-04-11 05:22:33.197101
Duration	24.54 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

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	150958.39

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	71368.25
median	129979
Q3	169998.25
95-th percentile	506322.25
Maximum	586421
Range	579340
Interquartile range (IQR)	98630

Descriptive statistics

Standard deviation	128819.88
Coefficient of variation (CV)	0.85334694
Kurtosis	3.3314893
Mean	150958.39
Median Absolute Deviation (MAD)	47466.5
Skewness	1.9330391
Sum	30795512
Variance	1.6594562 × 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%

지체장애인수(명)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	204
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72963.358

Minimum	3615
Maximum	271452
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	3615
5-th percentile	5845.25
Q1	33129.5
median	62820
Q3	80158.75
95-th percentile	263733.4
Maximum	271452
Range	267837
Interquartile range (IQR)	47029.25

Descriptive statistics

Standard deviation	62793.485
Coefficient of variation (CV)	0.86061671
Kurtosis	3.4257167
Mean	72963.358
Median Absolute Deviation (MAD)	23629
Skewness	1.9318507
Sum	14884525
Variance	3.9430218 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48186	1	0.5%
56313	1	0.5%
74290	1	0.5%
68350	1	0.5%
14711	1	0.5%
65145	1	0.5%
47307	1	0.5%
52491	1	0.5%
268668	1	0.5%
96080	1	0.5%
Other values (194)	194	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3615	1	0.5%
3701	1	0.5%
4126	1	0.5%
4715	1	0.5%
5013	1	0.5%
5296	1	0.5%
5592	1	0.5%
5768	1	0.5%
5778	1	0.5%
5784	1	0.5%

Value	Count	Frequency (%)
271452	1	0.5%
270229	1	0.5%
268930	1	0.5%
268832	1	0.5%
268816	1	0.5%
268731	1	0.5%
268668	1	0.5%
267797	1	0.5%
267043	1	0.5%
266179	1	0.5%

뇌병변장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	197
Distinct (%)	96.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14740.093

Minimum	635
Maximum	55106
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	635
5-th percentile	1118.8
Q1	7261.25
median	11422
Q3	16477.25
95-th percentile	52005.75
Maximum	55106
Range	54471
Interquartile range (IQR)	9216

Descriptive statistics

Standard deviation	13173.733
Coefficient of variation (CV)	0.8937347
Kurtosis	2.9113675
Mean	14740.093
Median Absolute Deviation (MAD)	4513
Skewness	1.9132222
Sum	3006979
Variance	1.7354723 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4745	3	1.5%
12915	2	1.0%
4829	2	1.0%
17433	2	1.0%
8651	2	1.0%
12274	2	1.0%
8720	1	0.5%
52333	1	0.5%
12824	1	0.5%
11697	1	0.5%
Other values (187)	187	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
635	1	0.5%
647	1	0.5%
657	1	0.5%
750	1	0.5%
848	1	0.5%
935	1	0.5%
994	1	0.5%
1067	1	0.5%
1087	1	0.5%
1098	1	0.5%

Value	Count	Frequency (%)
55106	1	0.5%
55060	1	0.5%
55056	1	0.5%
54821	1	0.5%
54606	1	0.5%
54230	1	0.5%
53728	1	0.5%
52693	1	0.5%
52566	1	0.5%
52333	1	0.5%

시각장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	201
Distinct (%)	98.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14832.681

Minimum	705
Maximum	54916
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	705
5-th percentile	1232.35
Q1	7253.5
median	12055
Q3	16783.5
95-th percentile	50018.45
Maximum	54916
Range	54211
Interquartile range (IQR)	9530

Descriptive statistics

Standard deviation	12837.578
Coefficient of variation (CV)	0.86549274
Kurtosis	2.8977162
Mean	14832.681
Median Absolute Deviation (MAD)	4784
Skewness	1.9089744
Sum	3025867
Variance	1.6480341 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7290	2	1.0%
7203	2	1.0%
17051	2	1.0%
9210	1	0.5%
7276	1	0.5%
14338	1	0.5%
11772	1	0.5%
4270	1	0.5%
12058	1	0.5%
8983	1	0.5%
Other values (191)	191	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
705	1	0.5%
711	1	0.5%
805	1	0.5%
917	1	0.5%
985	1	0.5%
1053	1	0.5%
1124	1	0.5%
1182	1	0.5%
1195	1	0.5%
1217	1	0.5%

Value	Count	Frequency (%)
54916	1	0.5%
54685	1	0.5%
54660	1	0.5%
54212	1	0.5%
53728	1	0.5%
52988	1	0.5%
52038	1	0.5%
51482	1	0.5%
50868	1	0.5%
50397	1	0.5%

청각장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	203
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19491.368

Minimum	762
Maximum	89417
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	762
5-th percentile	1809.15
Q1	9834.75
median	14415.5
Q3	22903.5
95-th percentile	56114.7
Maximum	89417
Range	88655
Interquartile range (IQR)	13068.75

Descriptive statistics

Standard deviation	16418.074
Coefficient of variation (CV)	0.84232538
Kurtosis	4.4937763
Mean	19491.368
Median Absolute Deviation (MAD)	6254.5
Skewness	2.0098688
Sum	3976239
Variance	2.6955314 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6857	2	1.0%
15018	1	0.5%
11317	1	0.5%
14426	1	0.5%
4738	1	0.5%
15059	1	0.5%
10818	1	0.5%
10700	1	0.5%
47169	1	0.5%
16691	1	0.5%
Other values (193)	193	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
762	1	0.5%
763	1	0.5%
843	1	0.5%
950	1	0.5%
1111	1	0.5%
1300	1	0.5%
1475	1	0.5%
1630	1	0.5%
1731	1	0.5%
1780	1	0.5%

Value	Count	Frequency (%)
89417	1	0.5%
86690	1	0.5%
82737	1	0.5%
78042	1	0.5%
72388	1	0.5%
64102	1	0.5%
63858	1	0.5%
61995	1	0.5%
59714	1	0.5%
57430	1	0.5%

언어장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	188
Distinct (%)	92.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1207.1275

Minimum	49
Maximum	5462
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	49
5-th percentile	123.75
Q1	567.5
median	1021
Q3	1283.25
95-th percentile	3524.45
Maximum	5462
Range	5413
Interquartile range (IQR)	715.75

Descriptive statistics

Standard deviation	1067.0518
Coefficient of variation (CV)	0.88395954
Kurtosis	4.6532351
Mean	1207.1275
Median Absolute Deviation (MAD)	395
Skewness	2.148798
Sum	246254
Variance	1138599.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1011	3	1.5%
1053	3	1.5%
1027	3	1.5%
1025	2	1.0%
715	2	1.0%
571	2	1.0%
1575	2	1.0%
478	2	1.0%
1167	2	1.0%
606	2	1.0%
Other values (178)	181	88.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
49	1	0.5%
50	1	0.5%
58	1	0.5%
67	1	0.5%
68	1	0.5%
77	1	0.5%
84	1	0.5%
93	1	0.5%
107	1	0.5%
113	1	0.5%

Value	Count	Frequency (%)
5462	1	0.5%
5430	1	0.5%
5266	1	0.5%
5168	1	0.5%
4808	1	0.5%
4517	1	0.5%
4299	1	0.5%
3995	1	0.5%
3772	1	0.5%
3642	1	0.5%

안면장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	123
Distinct (%)	60.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	158.7451

Minimum	7
Maximum	651
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	7
5-th percentile	14
Q1	76.75
median	115
Q3	200
95-th percentile	573.75
Maximum	651
Range	644
Interquartile range (IQR)	123.25

Descriptive statistics

Standard deviation	144.44592
Coefficient of variation (CV)	0.90992367
Kurtosis	3.4409988
Mean	158.7451
Median Absolute Deviation (MAD)	44
Skewness	1.9466928
Sum	32384
Variance	20864.624
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86	8	3.9%
63	6	2.9%
144	5	2.5%
23	4	2.0%
92	4	2.0%
90	4	2.0%
141	4	2.0%
201	4	2.0%
89	4	2.0%
14	3	1.5%
Other values (113)	158	77.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	3	1.5%
9	1	0.5%
10	1	0.5%
12	1	0.5%
13	3	1.5%
14	3	1.5%
23	4	2.0%
24	2	1.0%
25	1	0.5%
26	2	1.0%

Value	Count	Frequency (%)
651	1	0.5%
633	2	1.0%
629	1	0.5%
626	1	0.5%
616	1	0.5%
615	1	0.5%
598	1	0.5%
581	1	0.5%
576	2	1.0%
561	1	0.5%

신장장애인수(명)
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	204
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5057.0049

Minimum	104
Maximum	26617
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	104
5-th percentile	507.8
Q1	2193.75
median	3243
Q3	5304.25
95-th percentile	18240.1
Maximum	26617
Range	26513
Interquartile range (IQR)	3110.5

Descriptive statistics

Standard deviation	5325.8861
Coefficient of variation (CV)	1.0531701
Kurtosis	4.5684273
Mean	5057.0049
Median Absolute Deviation (MAD)	1256.5
Skewness	2.2499731
Sum	1031629
Variance	28365063
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3447	1	0.5%
3756	1	0.5%
2940	1	0.5%
2568	1	0.5%
1189	1	0.5%
2988	1	0.5%
2509	1	0.5%
2322	1	0.5%
17285	1	0.5%
4759	1	0.5%
Other values (194)	194	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
104	1	0.5%
123	1	0.5%
163	1	0.5%
215	1	0.5%
257	1	0.5%
285	1	0.5%
342	1	0.5%
394	1	0.5%
414	1	0.5%
449	1	0.5%

Value	Count	Frequency (%)
26617	1	0.5%
25885	1	0.5%
24904	1	0.5%
23587	1	0.5%
22311	1	0.5%
21070	1	0.5%
19807	1	0.5%
19121	1	0.5%
18883	1	0.5%
18478	1	0.5%

심장장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	162
Distinct (%)	79.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	337.21569

Minimum	11
Maximum	1812
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	11
5-th percentile	25.3
Q1	141.75
median	214.5
Q3	292.25
95-th percentile	1300.95
Maximum	1812
Range	1801
Interquartile range (IQR)	150.5

Descriptive statistics

Standard deviation	377.29033
Coefficient of variation (CV)	1.1188398
Kurtosis	4.0602408
Mean	337.21569
Median Absolute Deviation (MAD)	73.5
Skewness	2.2312338
Sum	68792
Variance	142347.99
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
179	4	2.0%
140	4	2.0%
23	3	1.5%
229	3	1.5%
141	3	1.5%
131	3	1.5%
223	3	1.5%
168	3	1.5%
266	2	1.0%
20	2	1.0%
Other values (152)	174	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	0.5%
14	1	0.5%
18	2	1.0%
20	2	1.0%
21	1	0.5%
23	3	1.5%
25	1	0.5%
27	1	0.5%
69	1	0.5%
70	1	0.5%

Value	Count	Frequency (%)
1812	1	0.5%
1745	1	0.5%
1615	1	0.5%
1561	1	0.5%
1491	1	0.5%
1479	1	0.5%
1352	1	0.5%
1345	1	0.5%
1312	1	0.5%
1303	1	0.5%

간장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	186
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	712.14706

Minimum	20
Maximum	4046
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	20
5-th percentile	81.6
Q1	317.25
median	464.5
Q3	682.75
95-th percentile	2653.7
Maximum	4046
Range	4026
Interquartile range (IQR)	365.5

Descriptive statistics

Standard deviation	790.84899
Coefficient of variation (CV)	1.1105136
Kurtosis	5.1619151
Mean	712.14706
Median Absolute Deviation (MAD)	168
Skewness	2.3950523
Sum	145278
Variance	625442.13
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
377	3	1.5%
559	2	1.0%
301	2	1.0%
649	2	1.0%
274	2	1.0%
500	2	1.0%
379	2	1.0%
519	2	1.0%
348	2	1.0%
438	2	1.0%
Other values (176)	183	89.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	1	0.5%
22	1	0.5%
27	1	0.5%
34	1	0.5%
39	1	0.5%
47	1	0.5%
59	1	0.5%
60	1	0.5%
69	2	1.0%
81	1	0.5%

Value	Count	Frequency (%)
4046	1	0.5%
3863	1	0.5%
3692	1	0.5%
3504	1	0.5%
3311	1	0.5%
3153	1	0.5%
2986	1	0.5%
2796	1	0.5%
2790	1	0.5%
2715	1	0.5%

호흡기장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	178
Distinct (%)	87.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	705.84804

Minimum	47
Maximum	2729
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	47
5-th percentile	56.3
Q1	314.5
median	514
Q3	773
95-th percentile	2423
Maximum	2729
Range	2682
Interquartile range (IQR)	458.5

Descriptive statistics

Standard deviation	645.3855
Coefficient of variation (CV)	0.91434057
Kurtosis	2.5002215
Mean	705.84804
Median Absolute Deviation (MAD)	218
Skewness	1.8700681
Sum	143993
Variance	416522.44
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	4	2.0%
48	3	1.5%
333	2	1.0%
689	2	1.0%
296	2	1.0%
2423	2	1.0%
366	2	1.0%
358	2	1.0%
646	2	1.0%
293	2	1.0%
Other values (168)	181	88.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
47	1	0.5%
48	3	1.5%
49	4	2.0%
50	1	0.5%
53	1	0.5%
56	1	0.5%
58	1	0.5%
212	2	1.0%
225	2	1.0%
226	1	0.5%

Value	Count	Frequency (%)
2729	1	0.5%
2584	1	0.5%
2546	1	0.5%
2540	1	0.5%
2506	1	0.5%
2482	1	0.5%
2475	1	0.5%
2454	1	0.5%
2447	1	0.5%
2426	1	0.5%

장루요루장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	185
Distinct (%)	90.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	880.76961

Minimum	39
Maximum	4033
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	39
5-th percentile	82.2
Q1	386
median	639
Q3	881.25
95-th percentile	3060.15
Maximum	4033
Range	3994
Interquartile range (IQR)	495.25

Descriptive statistics

Standard deviation	868.77902
Coefficient of variation (CV)	0.98638624
Kurtosis	3.3978003
Mean	880.76961
Median Absolute Deviation (MAD)	249.5
Skewness	2.0658212
Sum	179677
Variance	754776.99
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
591	3	1.5%
179	3	1.5%
373	2	1.0%
655	2	1.0%
769	2	1.0%
200	2	1.0%
601	2	1.0%
727	2	1.0%
213	2	1.0%
574	2	1.0%
Other values (175)	182	89.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39	1	0.5%
43	1	0.5%
46	1	0.5%
50	1	0.5%
58	1	0.5%
67	1	0.5%
69	1	0.5%
70	1	0.5%
72	1	0.5%
80	1	0.5%

Value	Count	Frequency (%)
4033	1	0.5%
3940	1	0.5%
3742	1	0.5%
3538	1	0.5%
3480	1	0.5%
3389	1	0.5%
3306	1	0.5%
3191	1	0.5%
3122	1	0.5%
3087	1	0.5%

뇌전증장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	156
Distinct (%)	76.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	418.78922

Minimum	24
Maximum	1486
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	24
5-th percentile	29.3
Q1	245.75
median	322.5
Q3	416
95-th percentile	1396.15
Maximum	1486
Range	1462
Interquartile range (IQR)	170.25

Descriptive statistics

Standard deviation	362.36885
Coefficient of variation (CV)	0.86527741
Kurtosis	2.535193
Mean	418.78922
Median Absolute Deviation (MAD)	84
Skewness	1.8680132
Sum	85433
Variance	131311.18
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
27	5	2.5%
268	4	2.0%
246	3	1.5%
120	3	1.5%
277	3	1.5%
245	3	1.5%
257	3	1.5%
251	2	1.0%
1416	2	1.0%
123	2	1.0%
Other values (146)	174	85.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24	1	0.5%
25	2	1.0%
26	2	1.0%
27	5	2.5%
29	1	0.5%
31	1	0.5%
102	1	0.5%
103	2	1.0%
104	1	0.5%
106	1	0.5%

Value	Count	Frequency (%)
1486	1	0.5%
1438	1	0.5%
1428	1	0.5%
1421	1	0.5%
1420	1	0.5%
1416	2	1.0%
1414	1	0.5%
1410	1	0.5%
1401	1	0.5%
1399	1	0.5%

지적장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	203
Distinct (%)	99.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11943.245

Minimum	644
Maximum	49698
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	644
5-th percentile	1188.8
Q1	6689.75
median	10465
Q3	12710.5
95-th percentile	35140.8
Maximum	49698
Range	49054
Interquartile range (IQR)	6020.75

Descriptive statistics

Standard deviation	9438.1924
Coefficient of variation (CV)	0.79025359
Kurtosis	4.8099307
Mean	11943.245
Median Absolute Deviation (MAD)	3214
Skewness	2.0858933
Sum	2436422
Variance	89079475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10174	2	1.0%
8675	1	0.5%
5940	1	0.5%
9487	1	0.5%
11339	1	0.5%
11702	1	0.5%
3049	1	0.5%
11027	1	0.5%
9653	1	0.5%
7698	1	0.5%
Other values (193)	193	94.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
644	1	0.5%
659	1	0.5%
708	1	0.5%
805	1	0.5%
861	1	0.5%
921	1	0.5%
985	1	0.5%
1062	1	0.5%
1116	1	0.5%
1148	1	0.5%

Value	Count	Frequency (%)
49698	1	0.5%
48448	1	0.5%
47295	1	0.5%
45883	1	0.5%
44542	1	0.5%
42933	1	0.5%
41289	1	0.5%
39742	1	0.5%
38203	1	0.5%
36708	1	0.5%

정신장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	199
Distinct (%)	97.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5924.7206

Minimum	367
Maximum	20195
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	367
5-th percentile	474.2
Q1	3070
median	5285
Q3	7367.75
95-th percentile	16860.15
Maximum	20195
Range	19828
Interquartile range (IQR)	4297.75

Descriptive statistics

Standard deviation	4752.6953
Coefficient of variation (CV)	0.80218049
Kurtosis	1.7966893
Mean	5924.7206
Median Absolute Deviation (MAD)	2176.5
Skewness	1.5309659
Sum	1208643
Variance	22588112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5458	2	1.0%
3232	2	1.0%
5749	2	1.0%
5477	2	1.0%
3070	2	1.0%
2921	1	0.5%
5454	1	0.5%
1255	1	0.5%
5214	1	0.5%
3699	1	0.5%
Other values (189)	189	92.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
367	1	0.5%
368	1	0.5%
374	1	0.5%
405	1	0.5%
408	1	0.5%
417	1	0.5%
425	1	0.5%
440	1	0.5%
454	1	0.5%
455	1	0.5%

Value	Count	Frequency (%)
20195	1	0.5%
20146	1	0.5%
19886	1	0.5%
19563	1	0.5%
19303	1	0.5%
19016	1	0.5%
18496	1	0.5%
18215	1	0.5%
17788	1	0.5%
17258	1	0.5%

자폐성장애인수(명)
Real number (ℝ)

HIGH CORRELATION

Distinct	196
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1585.2794

Minimum	27
Maximum	11767
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.9 KiB

Quantile statistics

Minimum	27
5-th percentile	270.85
Q1	614.75
median	920
Q3	1418.5
95-th percentile	6357.55
Maximum	11767
Range	11740
Interquartile range (IQR)	803.75

Descriptive statistics

Standard deviation	1963.3431
Coefficient of variation (CV)	1.238484
Kurtosis	7.6622447
Mean	1585.2794
Median Absolute Deviation (MAD)	358.5
Skewness	2.7316241
Sum	323397
Variance	3854716.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1188	3	1.5%
777	2	1.0%
1329	2	1.0%
933	2	1.0%
920	2	1.0%
729	2	1.0%
1423	2	1.0%
1068	1	0.5%
820	1	0.5%
608	1	0.5%
Other values (186)	186	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	1	0.5%
35	1	0.5%
44	1	0.5%
67	1	0.5%
88	1	0.5%
112	1	0.5%
144	1	0.5%
170	1	0.5%
208	1	0.5%
230	1	0.5%

Value	Count	Frequency (%)
11767	1	0.5%
10284	1	0.5%
9155	1	0.5%
8305	1	0.5%
8287	1	0.5%
7624	1	0.5%
7491	1	0.5%
7037	1	0.5%
6855	1	0.5%
6415	1	0.5%

Phik (φk)
Auto

Heatmap
Table

	기준년도	시도명	합계(명)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	언어장애인수(명)	안면장애인수(명)	신장장애인수(명)	심장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	장루요루장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)
기준년도	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.134	0.000	0.000	0.000	0.000	0.000	0.047
시도명	0.000	1.000	0.952	0.943	0.966	0.989	0.810	0.889	0.948	0.814	0.859	0.798	0.946	0.904	0.981	0.886	0.959	0.685
합계(명)	0.000	0.952	1.000	0.910	0.974	0.928	0.888	0.875	0.896	0.821	0.795	0.850	0.951	0.962	0.913	0.957	0.984	0.772
지체장애인수(명)	0.000	0.943	0.910	1.000	0.921	0.941	0.856	0.941	0.970	0.815	0.820	0.806	0.873	0.844	0.909	0.913	0.929	0.778
뇌병변장애인수(명)	0.000	0.966	0.974	0.921	1.000	0.958	0.820	0.849	0.926	0.796	0.835	0.852	0.969	0.948	0.940	0.897	0.983	0.766
시각장애인수(명)	0.000	0.989	0.928	0.941	0.958	1.000	0.842	0.858	0.934	0.846	0.897	0.834	0.883	0.843	0.988	0.911	0.937	0.743
청각장애인수(명)	0.000	0.810	0.888	0.856	0.820	0.842	1.000	0.901	0.869	0.918	0.780	0.919	0.801	0.915	0.834	0.967	0.880	0.936
언어장애인수(명)	0.000	0.889	0.875	0.941	0.849	0.858	0.901	1.000	0.972	0.874	0.801	0.895	0.838	0.942	0.846	0.926	0.909	0.853
안면장애인수(명)	0.000	0.948	0.896	0.970	0.926	0.934	0.869	0.972	1.000	0.851	0.883	0.856	0.872	0.902	0.883	0.907	0.929	0.809
신장장애인수(명)	0.000	0.814	0.821	0.815	0.796	0.846	0.918	0.874	0.851	1.000	0.916	0.984	0.804	0.920	0.836	0.874	0.856	0.900
심장장애인수(명)	0.000	0.859	0.795	0.820	0.835	0.897	0.780	0.801	0.883	0.916	1.000	0.925	0.860	0.831	0.883	0.860	0.829	0.824
간장애인수(명)	0.134	0.798	0.850	0.806	0.852	0.834	0.919	0.895	0.856	0.984	0.925	1.000	0.801	0.935	0.837	0.902	0.859	0.886
호흡기장애인수(명)	0.000	0.946	0.951	0.873	0.969	0.883	0.801	0.838	0.872	0.804	0.860	0.801	1.000	0.951	0.917	0.881	0.948	0.776
장루요루장애인수(명)	0.000	0.904	0.962	0.844	0.948	0.843	0.915	0.942	0.902	0.920	0.831	0.935	0.951	1.000	0.803	0.928	0.977	0.862
뇌전증장애인수(명)	0.000	0.981	0.913	0.909	0.940	0.988	0.834	0.846	0.883	0.836	0.883	0.837	0.917	0.803	1.000	0.905	0.888	0.747
지적장애인수(명)	0.000	0.886	0.957	0.913	0.897	0.911	0.967	0.926	0.907	0.874	0.860	0.902	0.881	0.928	0.905	1.000	0.926	0.921
정신장애인수(명)	0.000	0.959	0.984	0.929	0.983	0.937	0.880	0.909	0.929	0.856	0.829	0.859	0.948	0.977	0.888	0.926	1.000	0.790
자폐성장애인수(명)	0.047	0.685	0.772	0.778	0.766	0.743	0.936	0.853	0.809	0.900	0.824	0.886	0.776	0.862	0.747	0.921	0.790	1.000

Heatmap
Table

	기준년도	합계(명)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	언어장애인수(명)	안면장애인수(명)	신장장애인수(명)	심장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	장루요루장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)	시도명
기준년도	1.000	0.060	-0.095	-0.035	-0.045	0.281	0.156	0.018	0.270	-0.184	0.335	-0.135	0.155	-0.042	0.175	0.077	0.411	0.000
합계(명)	0.060	1.000	0.982	0.965	0.978	0.936	0.966	0.946	0.923	0.881	0.912	0.930	0.957	0.914	0.945	0.954	0.800	0.809
지체장애인수(명)	-0.095	0.982	1.000	0.964	0.980	0.871	0.933	0.935	0.864	0.898	0.843	0.949	0.923	0.921	0.910	0.937	0.716	0.758
뇌병변장애인수(명)	-0.035	0.965	0.964	1.000	0.976	0.886	0.958	0.980	0.920	0.918	0.887	0.929	0.935	0.921	0.887	0.962	0.793	0.855
시각장애인수(명)	-0.045	0.978	0.980	0.976	1.000	0.890	0.937	0.952	0.906	0.917	0.886	0.959	0.947	0.914	0.900	0.957	0.759	0.933
청각장애인수(명)	0.281	0.936	0.871	0.886	0.890	1.000	0.949	0.889	0.930	0.783	0.955	0.821	0.929	0.840	0.952	0.914	0.832	0.476
언어장애인수(명)	0.156	0.966	0.933	0.958	0.937	0.949	1.000	0.946	0.944	0.835	0.930	0.875	0.948	0.924	0.935	0.938	0.845	0.628
안면장애인수(명)	0.018	0.946	0.935	0.980	0.952	0.889	0.946	1.000	0.936	0.910	0.903	0.911	0.954	0.869	0.884	0.946	0.824	0.773
신장장애인수(명)	0.270	0.923	0.864	0.920	0.906	0.930	0.944	0.936	1.000	0.808	0.980	0.840	0.959	0.834	0.876	0.919	0.942	0.487
심장장애인수(명)	-0.184	0.881	0.898	0.918	0.917	0.783	0.835	0.910	0.808	1.000	0.784	0.892	0.846	0.832	0.785	0.875	0.673	0.556
간장애인수(명)	0.335	0.912	0.843	0.887	0.886	0.955	0.930	0.903	0.980	0.784	1.000	0.807	0.944	0.796	0.899	0.907	0.914	0.465
호흡기장애인수(명)	-0.135	0.930	0.949	0.929	0.959	0.821	0.875	0.911	0.840	0.892	0.807	1.000	0.923	0.855	0.823	0.881	0.686	0.792
장루요루장애인수(명)	0.155	0.957	0.923	0.935	0.947	0.929	0.948	0.954	0.959	0.846	0.944	0.923	1.000	0.840	0.913	0.918	0.857	0.689
뇌전증장애인수(명)	-0.042	0.914	0.921	0.921	0.914	0.840	0.924	0.869	0.834	0.832	0.796	0.855	0.840	1.000	0.848	0.904	0.723	0.900
지적장애인수(명)	0.175	0.945	0.910	0.887	0.900	0.952	0.935	0.884	0.876	0.785	0.899	0.823	0.913	0.848	1.000	0.929	0.763	0.603
정신장애인수(명)	0.077	0.954	0.937	0.962	0.957	0.914	0.938	0.946	0.919	0.875	0.907	0.881	0.918	0.904	0.929	1.000	0.803	0.833
자폐성장애인수(명)	0.411	0.800	0.716	0.793	0.759	0.832	0.845	0.824	0.942	0.673	0.914	0.686	0.857	0.723	0.763	0.803	1.000	0.342
시도명	0.000	0.809	0.758	0.855	0.933	0.476	0.628	0.773	0.487	0.556	0.465	0.792	0.689	0.900	0.603	0.833	0.342	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)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	언어장애인수(명)	안면장애인수(명)	신장장애인수(명)	심장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	장루요루장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)
0	2023	강원	100520	48186	8720	9210	15018	787	104	3447	127	559	452	706	222	8675	3239	1068
1	2023	경기	586421	260670	54230	54685	89417	5266	651	26617	1243	4046	2475	4033	1428	49698	20195	11767
2	2023	경남	188825	86998	16835	16783	28085	1545	200	7261	291	950	779	1132	416	16620	7966	2964
3	2023	경북	178341	75032	14704	15103	37171	1312	192	5721	270	998	600	908	366	16864	7277	1823
4	2023	광주	69314	28340	6646	7097	10257	609	63	2740	129	417	273	433	268	7645	3206	1191
5	2023	대구	130520	49676	12228	11854	28779	1154	147	5363	229	758	387	684	327	11129	6003	1802
6	2023	대전	71440	30718	6887	6811	10060	618	82	3024	118	387	272	427	263	7176	3268	1329
7	2023	부산	175467	73936	18616	17583	27198	1593	226	8377	415	937	922	1198	552	12862	8190	2862
8	2023	서울	389795	160403	38940	40706	63858	3308	393	19121	942	2790	2112	3122	1219	28025	16551	8305
9	2023	세종	12944	5784	1098	1231	1806	128	14	535	25	85	58	89	25	1233	481	352

	기준년도	시도명	합계(명)	지체장애인수(명)	뇌병변장애인수(명)	시각장애인수(명)	청각장애인수(명)	언어장애인수(명)	안면장애인수(명)	신장장애인수(명)	심장장애인수(명)	간장애인수(명)	호흡기장애인수(명)	장루요루장애인수(명)	뇌전증장애인수(명)	지적장애인수(명)	정신장애인수(명)	자폐성장애인수(명)
194	2012	부산	170743	89257	20124	18322	14405	1079	257	5145	704	476	1099	920	598	9553	7658	1146
195	2012	서울	407528	208074	45041	42937	41977	2827	433	13451	1812	1921	2423	2717	1438	23206	15378	3893
196	2012	세종	7081	3615	647	705	763	49	7	104	11	20	49	39	27	644	374	27
197	2012	울산	48982	25455	4745	4868	6286	290	66	1217	278	184	236	200	120	3409	1254	374
198	2012	인천	133467	72765	12761	13483	13471	1009	145	3769	307	440	733	708	414	8294	4248	920
199	2012	전남	145788	79040	12195	14874	17045	1027	98	2383	317	349	852	596	469	10342	5745	456
200	2012	전북	133054	72414	12915	12016	13932	1081	119	2010	238	292	465	549	499	10638	5377	509
201	2012	제주	32405	14397	3375	4200	4292	293	23	891	99	100	279	162	161	2698	1131	304
202	2012	충남	124872	66779	11231	12086	13656	904	114	2368	283	337	825	687	325	9793	5036	448
203	2012	충북	94137	48897	8995	8957	10120	606	90	1972	227	270	481	549	271	8698	3520	484

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample