gimi9 Pandas Profiling

Dataset statistics

Number of variables	11
Number of observations	341
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	32.8 KiB
Average record size in memory	98.4 B

Variable types

Numeric	10
Categorical	1

Dataset

Description	기초생활보장 장애인 장애정도별 수급자현황
Author	경기복지재단(경기도장애인복지종합지원센터)
URL	https://data.gg.go.kr/portal/data/service/selectServicePage.do?&infId=RTQ7W2R8684T15BUSC6S25625605&infSeq=1

Alerts

`기준년도` is highly overall correlated with `1급인원수(명)` and 7 other fields	High correlation
`1급인원수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`2급인원수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`3급인원수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`4급인원수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`5급인원수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`6급인원수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`심한 장애인수급자수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`심하지 않은 장애인수급자수(명)` is highly overall correlated with `기준년도` and 7 other fields	High correlation
`1급인원수(명)` has 155 (45.5%) zeros	Zeros
`2급인원수(명)` has 155 (45.5%) zeros	Zeros
`3급인원수(명)` has 155 (45.5%) zeros	Zeros
`4급인원수(명)` has 155 (45.5%) zeros	Zeros
`5급인원수(명)` has 155 (45.5%) zeros	Zeros
`6급인원수(명)` has 155 (45.5%) zeros	Zeros
`심한 장애인수급자수(명)` has 186 (54.5%) zeros	Zeros
`심하지 않은 장애인수급자수(명)` has 186 (54.5%) zeros	Zeros

Reproduction

Analysis started	2024-03-12 23:21:39.439212
Analysis finished	2024-03-12 23:21:48.015078
Duration	8.58 seconds
Software version	ydata-profiling vv4.5.1
Download configuration	config.json

기준년도
Real number (ℝ)

HIGH CORRELATION

Distinct	11
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2018

Minimum	2013
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	2013
5-th percentile	2013
Q1	2015
median	2018
Q3	2021
95-th percentile	2023
Maximum	2023
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1669247
Coefficient of variation (CV)	0.0015693383
Kurtosis	-1.2202754
Mean	2018
Median Absolute Deviation (MAD)	3
Skewness	0
Sum	688138
Variance	10.029412
Monotonicity	Decreasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2023	31	9.1%
2022	31	9.1%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%
2016	31	9.1%
2015	31	9.1%
2014	31	9.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2013	31	9.1%
2014	31	9.1%
2015	31	9.1%
2016	31	9.1%
2017	31	9.1%
2018	31	9.1%
2019	31	9.1%
2020	31	9.1%
2021	31	9.1%
2022	31	9.1%

Value	Count	Frequency (%)
2023	31	9.1%
2022	31	9.1%
2021	31	9.1%
2020	31	9.1%
2019	31	9.1%
2018	31	9.1%
2017	31	9.1%
2016	31	9.1%
2015	31	9.1%
2014	31	9.1%

시군명
Categorical

Distinct	31
Distinct (%)	9.1%
Missing	0
Missing (%)	0.0%
Memory size	2.8 KiB

가평군	11
고양시	11
과천시	11
광명시	11
광주시	11
Other values (26)	286

Length

Max length	4
Median length	3
Mean length	3.0967742
Min length	3

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	가평군
2nd row	고양시
3rd row	과천시
4th row	광명시
5th row	광주시

Common Values

Value	Count	Frequency (%)
가평군	11	3.2%
고양시	11	3.2%
과천시	11	3.2%
광명시	11	3.2%
광주시	11	3.2%
구리시	11	3.2%
군포시	11	3.2%
김포시	11	3.2%
남양주시	11	3.2%
동두천시	11	3.2%
Other values (21)	231	67.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
가평군	11	3.2%
안양시	11	3.2%
하남시	11	3.2%
포천시	11	3.2%
평택시	11	3.2%
파주시	11	3.2%
이천시	11	3.2%
의정부시	11	3.2%
의왕시	11	3.2%
용인시	11	3.2%
Other values (21)	231	67.7%

합계(명)
Real number (ℝ)

Distinct	328
Distinct (%)	96.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2355.8211

Minimum	173
Maximum	7535
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	173
5-th percentile	544
Q1	1128
median	1744
Q3	3186
95-th percentile	6144
Maximum	7535
Range	7362
Interquartile range (IQR)	2058

Descriptive statistics

Standard deviation	1696.1036
Coefficient of variation (CV)	0.71996282
Kurtosis	0.57462891
Mean	2355.8211
Median Absolute Deviation (MAD)	820
Skewness	1.150189
Sum	803335
Variance	2876767.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	2	0.6%
633	2	0.6%
1176	2	0.6%
1447	2	0.6%
1848	2	0.6%
1506	2	0.6%
2644	2	0.6%
1744	2	0.6%
937	2	0.6%
1128	2	0.6%
Other values (318)	321	94.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
173	1	0.3%
179	1	0.3%
186	1	0.3%
192	1	0.3%
198	1	0.3%
214	1	0.3%
217	1	0.3%
220	1	0.3%
221	1	0.3%
237	1	0.3%

Value	Count	Frequency (%)
7535	1	0.3%
7360	1	0.3%
7206	1	0.3%
7047	1	0.3%
7034	1	0.3%
7006	1	0.3%
6968	1	0.3%
6807	1	0.3%
6797	1	0.3%
6738	1	0.3%

1급인원수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	153
Distinct (%)	44.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	148.71554

Minimum	0
Maximum	819
Zeros	155
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	77
Q3	243
95-th percentile	597
Maximum	819
Range	819
Interquartile range (IQR)	243

Descriptive statistics

Standard deviation	189.9668
Coefficient of variation (CV)	1.2773837
Kurtosis	1.2137916
Mean	148.71554
Median Absolute Deviation (MAD)	77
Skewness	1.3692291
Sum	50712
Variance	36087.386
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	45.5%
20	4	1.2%
153	3	0.9%
180	3	0.9%
243	3	0.9%
156	3	0.9%
138	2	0.6%
270	2	0.6%
217	2	0.6%
155	2	0.6%
Other values (143)	162	47.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	45.5%
17	1	0.3%
20	4	1.2%
27	1	0.3%
60	1	0.3%
63	1	0.3%
65	1	0.3%
73	1	0.3%
74	2	0.6%
75	2	0.6%

Value	Count	Frequency (%)
819	1	0.3%
768	1	0.3%
714	1	0.3%
706	1	0.3%
701	1	0.3%
681	1	0.3%
665	1	0.3%
659	1	0.3%
645	1	0.3%
639	1	0.3%

2급인원수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	164
Distinct (%)	48.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	241.76833

Minimum	0
Maximum	1303
Zeros	155
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	130
Q3	373
95-th percentile	978
Maximum	1303
Range	1303
Interquartile range (IQR)	373

Descriptive statistics

Standard deviation	313.09534
Coefficient of variation (CV)	1.2950221
Kurtosis	1.1669939
Mean	241.76833
Median Absolute Deviation (MAD)	130
Skewness	1.3906408
Sum	82443
Variance	98028.69
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	45.5%
40	3	0.9%
224	3	0.9%
251	2	0.6%
141	2	0.6%
232	2	0.6%
597	2	0.6%
237	2	0.6%
493	2	0.6%
246	2	0.6%
Other values (154)	166	48.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	45.5%
38	1	0.3%
39	1	0.3%
40	3	0.9%
42	1	0.3%
98	1	0.3%
103	1	0.3%
112	1	0.3%
118	1	0.3%
119	1	0.3%

Value	Count	Frequency (%)
1303	1	0.3%
1180	1	0.3%
1172	1	0.3%
1153	1	0.3%
1143	1	0.3%
1104	1	0.3%
1102	1	0.3%
1086	1	0.3%
1082	1	0.3%
1069	1	0.3%

3급인원수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	166
Distinct (%)	48.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	296.37243

Minimum	0
Maximum	1543
Zeros	155
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	166
Q3	450
95-th percentile	1199
Maximum	1543
Range	1543
Interquartile range (IQR)	450

Descriptive statistics

Standard deviation	386.99598
Coefficient of variation (CV)	1.3057759
Kurtosis	1.3765507
Mean	296.37243
Median Absolute Deviation (MAD)	166
Skewness	1.4453916
Sum	101063
Variance	149765.89
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	45.5%
166	3	0.9%
202	3	0.9%
350	3	0.9%
325	3	0.9%
417	2	0.6%
860	2	0.6%
144	2	0.6%
282	2	0.6%
289	2	0.6%
Other values (156)	164	48.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	45.5%
49	1	0.3%
53	1	0.3%
54	2	0.6%
60	1	0.3%
69	1	0.3%
127	1	0.3%
136	1	0.3%
143	1	0.3%
144	2	0.6%

Value	Count	Frequency (%)
1543	1	0.3%
1527	1	0.3%
1521	1	0.3%
1442	1	0.3%
1417	1	0.3%
1411	1	0.3%
1388	1	0.3%
1379	1	0.3%
1360	1	0.3%
1358	1	0.3%

4급인원수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	149
Distinct (%)	43.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	125.78299

Minimum	0
Maximum	799
Zeros	155
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	75
Q3	186
95-th percentile	516
Maximum	799
Range	799
Interquartile range (IQR)	186

Descriptive statistics

Standard deviation	167.99377
Coefficient of variation (CV)	1.3355841
Kurtosis	1.8627353
Mean	125.78299
Median Absolute Deviation (MAD)	75
Skewness	1.5552989
Sum	42892
Variance	28221.906
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	45.5%
85	4	1.2%
83	3	0.9%
516	3	0.9%
153	3	0.9%
93	3	0.9%
178	3	0.9%
168	3	0.9%
195	2	0.6%
169	2	0.6%
Other values (139)	160	46.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	45.5%
21	1	0.3%
22	1	0.3%
24	1	0.3%
25	1	0.3%
26	1	0.3%
28	1	0.3%
41	1	0.3%
43	1	0.3%
50	1	0.3%

Value	Count	Frequency (%)
799	1	0.3%
693	1	0.3%
646	1	0.3%
636	1	0.3%
630	1	0.3%
621	1	0.3%
611	1	0.3%
605	1	0.3%
601	1	0.3%
583	1	0.3%

5급인원수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	143
Distinct (%)	41.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	121.35191

Minimum	0
Maximum	806
Zeros	155
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	78
Q3	175
95-th percentile	477
Maximum	806
Range	806
Interquartile range (IQR)	175

Descriptive statistics

Standard deviation	161.65881
Coefficient of variation (CV)	1.3321489
Kurtosis	2.3402262
Mean	121.35191
Median Absolute Deviation (MAD)	78
Skewness	1.619108
Sum	41381
Variance	26133.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	45.5%
166	4	1.2%
108	3	0.9%
160	3	0.9%
84	3	0.9%
98	3	0.9%
99	3	0.9%
67	3	0.9%
138	3	0.9%
126	3	0.9%
Other values (133)	158	46.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	45.5%
20	1	0.3%
21	1	0.3%
22	1	0.3%
24	1	0.3%
27	1	0.3%
30	1	0.3%
48	1	0.3%
52	1	0.3%
54	1	0.3%

Value	Count	Frequency (%)
806	1	0.3%
760	1	0.3%
693	1	0.3%
621	1	0.3%
596	1	0.3%
588	1	0.3%
579	1	0.3%
571	1	0.3%
570	1	0.3%
554	1	0.3%

6급인원수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	141
Distinct (%)	41.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	117.78592

Minimum	0
Maximum	800
Zeros	155
Zeros (%)	45.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	59
Q3	172
95-th percentile	488
Maximum	800
Range	800
Interquartile range (IQR)	172

Descriptive statistics

Standard deviation	158.27832
Coefficient of variation (CV)	1.3437796
Kurtosis	2.1558462
Mean	117.78592
Median Absolute Deviation (MAD)	59
Skewness	1.5985596
Sum	40165
Variance	25052.028
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	155	45.5%
184	4	1.2%
123	4	1.2%
112	3	0.9%
151	3	0.9%
24	3	0.9%
172	3	0.9%
103	3	0.9%
84	3	0.9%
366	3	0.9%
Other values (131)	157	46.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	155	45.5%
22	1	0.3%
24	3	0.9%
26	1	0.3%
30	1	0.3%
33	1	0.3%
34	1	0.3%
43	1	0.3%
51	1	0.3%
55	1	0.3%

Value	Count	Frequency (%)
800	1	0.3%
649	1	0.3%
646	1	0.3%
627	1	0.3%
620	1	0.3%
600	1	0.3%
589	1	0.3%
566	1	0.3%
541	1	0.3%
524	1	0.3%

심한 장애인수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	149
Distinct (%)	43.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	761.02346

Minimum	0
Maximum	4210
Zeros	186
Zeros (%)	54.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1201
95-th percentile	3608
Maximum	4210
Range	4210
Interquartile range (IQR)	1201

Descriptive statistics

Standard deviation	1120.339
Coefficient of variation (CV)	1.4721478
Kurtosis	1.4544968
Mean	761.02346
Median Absolute Deviation (MAD)	0
Skewness	1.5354472
Sum	259509
Variance	1255159.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	186	54.5%
895	2	0.6%
2393	2	0.6%
1132	2	0.6%
793	2	0.6%
1201	2	0.6%
771	2	0.6%
781	2	0.6%
1664	1	0.3%
1027	1	0.3%
Other values (139)	139	40.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	186	54.5%
127	1	0.3%
130	1	0.3%
133	1	0.3%
139	1	0.3%
141	1	0.3%
386	1	0.3%
394	1	0.3%
398	1	0.3%
399	1	0.3%

Value	Count	Frequency (%)
4210	1	0.3%
4116	1	0.3%
4106	1	0.3%
4058	1	0.3%
4044	1	0.3%
4043	1	0.3%
3952	1	0.3%
3948	1	0.3%
3904	1	0.3%
3818	1	0.3%

심하지 않은 장애인수급자수(명)
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	151
Distinct (%)	44.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	543.02053

Minimum	0
Maximum	3419
Zeros	186
Zeros (%)	54.5%
Negative	0
Negative (%)	0.0%
Memory size	3.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	794
95-th percentile	2497
Maximum	3419
Range	3419
Interquartile range (IQR)	794

Descriptive statistics

Standard deviation	819.46917
Coefficient of variation (CV)	1.5090943
Kurtosis	1.9078103
Mean	543.02053
Median Absolute Deviation (MAD)	0
Skewness	1.6457008
Sum	185170
Variance	671529.71
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	186	54.5%
1276	2	0.6%
448	2	0.6%
331	2	0.6%
563	2	0.6%
680	2	0.6%
389	1	0.3%
2234	1	0.3%
1054	1	0.3%
1830	1	0.3%
Other values (141)	141	41.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	186	54.5%
87	1	0.3%
90	1	0.3%
91	1	0.3%
96	1	0.3%
103	1	0.3%
282	1	0.3%
296	1	0.3%
311	1	0.3%
317	1	0.3%

Value	Count	Frequency (%)
3419	1	0.3%
3199	1	0.3%
3162	1	0.3%
3150	1	0.3%
3143	1	0.3%
2992	1	0.3%
2976	1	0.3%
2963	1	0.3%
2920	1	0.3%
2862	1	0.3%

Phik (φk)
Auto

Heatmap
Table

	기준년도	시군명	합계(명)	1급인원수(명)	2급인원수(명)	3급인원수(명)	4급인원수(명)	5급인원수(명)	6급인원수(명)	심한 장애인수급자수(명)	심하지 않은 장애인수급자수(명)
기준년도	1.000	0.000	0.319	0.728	0.719	0.729	0.723	0.711	0.704	0.690	0.720
시군명	0.000	1.000	0.815	0.761	0.760	0.749	0.752	0.680	0.617	0.775	0.626
합계(명)	0.319	0.815	1.000	0.827	0.895	0.882	0.876	0.820	0.857	0.915	0.932
1급인원수(명)	0.728	0.761	0.827	1.000	0.963	0.957	0.955	0.954	0.937	0.618	0.611
2급인원수(명)	0.719	0.760	0.895	0.963	1.000	0.982	0.979	0.952	0.954	0.618	0.611
3급인원수(명)	0.729	0.749	0.882	0.957	0.982	1.000	0.976	0.965	0.953	0.629	0.622
4급인원수(명)	0.723	0.752	0.876	0.955	0.979	0.976	1.000	0.972	0.971	0.618	0.611
5급인원수(명)	0.711	0.680	0.820	0.954	0.952	0.965	0.972	1.000	0.976	0.607	0.600
6급인원수(명)	0.704	0.617	0.857	0.937	0.954	0.953	0.971	0.976	1.000	0.584	0.576
심한 장애인수급자수(명)	0.690	0.775	0.915	0.618	0.618	0.629	0.618	0.607	0.584	1.000	0.958
심하지 않은 장애인수급자수(명)	0.720	0.626	0.932	0.611	0.611	0.622	0.611	0.600	0.576	0.958	1.000

Heatmap
Table

	기준년도	합계(명)	1급인원수(명)	2급인원수(명)	3급인원수(명)	4급인원수(명)	5급인원수(명)	6급인원수(명)	심한 장애인수급자수(명)	심하지 않은 장애인수급자수(명)	시군명
기준년도	1.000	0.296	-0.768	-0.765	-0.757	-0.759	-0.750	-0.745	0.827	0.834	0.000
합계(명)	0.296	1.000	0.051	0.056	0.056	0.054	0.053	0.052	0.467	0.467	0.437
1급인원수(명)	-0.768	0.051	1.000	0.997	0.994	0.992	0.991	0.989	-0.854	-0.854	0.375
2급인원수(명)	-0.765	0.056	0.997	1.000	0.997	0.996	0.994	0.994	-0.854	-0.854	0.374
3급인원수(명)	-0.757	0.056	0.994	0.997	1.000	0.997	0.996	0.995	-0.854	-0.854	0.363
4급인원수(명)	-0.759	0.054	0.992	0.996	0.997	1.000	0.997	0.995	-0.854	-0.854	0.366
5급인원수(명)	-0.750	0.053	0.991	0.994	0.996	0.997	1.000	0.998	-0.854	-0.854	0.303
6급인원수(명)	-0.745	0.052	0.989	0.994	0.995	0.995	0.998	1.000	-0.854	-0.854	0.262
심한 장애인수급자수(명)	0.827	0.467	-0.854	-0.854	-0.854	-0.854	-0.854	-0.854	1.000	0.998	0.390
심하지 않은 장애인수급자수(명)	0.834	0.467	-0.854	-0.854	-0.854	-0.854	-0.854	-0.854	0.998	1.000	0.265
시군명	0.000	0.437	0.375	0.374	0.363	0.366	0.303	0.262	0.390	0.265	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	시군명	합계(명)	심한 장애인수급자수(명)	심하지 않은 장애인수급자수(명)
0	2023	가평군	860	471	389
1	2023	고양시	7360	4210	3150
2	2023	과천시	242	139	103
3	2023	광명시	2207	1304	903
4	2023	광주시	2110	1228	882
5	2023	구리시	1570	824	746
6	2023	군포시	2373	1326	1047
7	2023	김포시	3068	1660	1408
8	2023	남양주시	5517	3020	2497
9	2023	동두천시	1686	916	770

	기준년도	시군명	합계(명)	1급인원수(명)	2급인원수(명)	3급인원수(명)	4급인원수(명)	5급인원수(명)	6급인원수(명)
331	2013	오산시	708	98	179	204	86	78	63
332	2013	용인시	1669	284	439	474	162	161	149
333	2013	의왕시	478	86	128	136	43	52	33
334	2013	의정부시	2618	383	605	721	329	287	293
335	2013	이천시	1006	138	237	303	106	118	104
336	2013	파주시	1990	312	493	531	264	203	187
337	2013	평택시	2253	313	535	647	247	243	268
338	2013	포천시	1452	243	367	389	163	139	151
339	2013	하남시	633	114	147	166	83	67	56
340	2013	화성시	1365	230	340	393	146	133	123

Overview

Variables

Common Values

Length

Interactions

Correlations

Missing values

Sample